{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_mocs:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ".. meta::\n",
    "   :description: An implementation of Multi Objective Cuckoo Search for Design Optimization (Yang and Deb, 2011) based on XS Yang implementation in Matlab on mathworks.com . In the original paper the survival mechanism is not specified, however NSGA2's Non-dominated Sorting and Crowding Distance sorting is used in the mathworks implementation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ".. meta::\n",
    "   :keywords: Multi Objective CS, NSGA2, NSGA-II, Non-Dominated Sorting, Multi-objective Optimization, Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multi Objective Cuckoo Search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An implementation of Multi Objective Cuckoo Search for Design Optimization based on the [\\[paper\\]](https://doi.org/10.1016/j.cor.2011.09.026) and XS Yang implementation in Matlab on [\\[mathworks\\]](https://www.mathworks.com/matlabcentral/fileexchange/74752-multiobjective-cuckoo-search-mocs). In the original paper the survival mechanism is not specified, however NSGA2's Non-dominated Sorting and Crowding Distance sorting is used in the mathworks implementation. \n",
    "\n",
    "Apart from that, the implementation is almost similar to the single objective Cuckoo Search. The different is that the best solution in MOCS in this implementation is random solution from the current Pareto Front in the population. In the mathworks implementation the best is simply the first solution in the population."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Standard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "code": "algorithms/usage_nsga2.py"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7f5f8b1974a8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.algorithms.mocs import MOCS\n",
    "from pymoo.factory import get_problem\n",
    "from pymoo.optimize import minimize\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "problem = get_problem(\"zdt1\")\n",
    "\n",
    "algorithm = MOCS()\n",
    "\n",
    "res = minimize(problem, algorithm, ('n_gen', 500), seed=1, verbose=False)\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(problem.pareto_front(), plot_type=\"line\", color=\"black\", alpha=0.7)\n",
    "plot.add(res.F, color=\"red\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Use NSGA-3 Perpendicular Distance Sorting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wDAO5XM65Q87MzGB+fp5zhwwHMoYheaaJbv25jUSHnkBMIAIhiqLCJgiF4uLiAmazmbOEJYU/UhaoGLAsi83NTWxtbUGtVqO1tTXmtfhgGIYzworUyQLBoc8mkwnJycloaGjgfhYr5HI56uvrYbVaYTabkZubi+rq6pi7ZD7LJTU1Ff39/VhfX8fQ0BCam5uRlZUV9vcS3frzB4lPJAFJYFkW5+fnsNvtUKlUQbme4cAwDBYXF2E2m9HS0nJlLBFPQXc4HBgeHobT6cTAwEBYWmQsoGkaBoMBFEVhYGBA9EhIp9Oht7cXaWlpMBgM8Pl813I+crmcU8kaDIaogRdCCB3dUBSFyspKdHd3Y3l5GdPT0/D7/YK/z88ztdlssNlsiW79OYZEQU9ANAKBAFwuF7a3t7mg5kgd6OnpKYaGhqBQKNDf3x+2MMZiqsWyLFZXVzExMYH6+no0NTVdSzGnaRoLCwtwu91oa2tDTU2N5C6UoiiUlpaip6cHXq83apEUC5lMhpqaGrS3t2N2djbqqCQcwvHQgXv2Aenp6TAYDDg4OIh6LicnJzg/P08kJD3HkCjoCUQFy7LweDzweDxQq9VQq9URL+BAIIDZ2VksLCygs7MzaiCDlA6dOC76/f4rjovx4OzsDAaDAUqlEklJSRHpfWKg1Wqh0+mQmZkJg8GAw8PDazlP4rSoVqslz+yFCjpweSMqKSlBb28vtre3MTExAa/XG3Et0q0nEpKeO0jM0BOICL/fzwmEiGxfLpcLdodEtl9WVobGxsaoM2SxBV3KTFsKaJrG4uIizs7O0NnZieTkZOzu7l7L2sRjRa/Xw2w2cx4rkbJRxa5LGDZms5mb2Ud7SiFFOBKIfYDVasXw8LCg0ItssCYESc8tJAp6AmERSSBEhCd8+Hw+zM3NwefzSZLtiynoNpsN09PTyMvLkxw88f0ZK/7kf+bg9AbQV5mFv3tTO1I1l0Xt9PQU09PTKC4uRn9//9NShCiKgkajQXd3NywWS1RHRClISkriOmqDwYCGhgYuwDocInXooSB+M3Nzc5zfDP8zpWmaW4svSErYBzy7SBT0BIIgJteTUNgI4pHtkyIQDjRNY2lpCaenp2hvb0dKSoqk1zK9a8PvfsMMj//yhmFcPcZ7/sOEf35LO2ede+PGjahOjtcBiqJQVFSEnJwcTE9Pc4lLfDGVn2ZgtbmRrlMhTSuuiycze71ez60r9BQgVaCkUqnQ3t7O2QeUlZWhtLQUFEWBpukrFFXSrTMMA5/PB7lcnvBcf4aRKOgJcBArEJLL5fB6vfB4PJienoZcLo9Zti/UoZ+cnGBmZiau7nl47QQB+t5c10ezMKwewWAwcNa5UtZlWRb/ObGLya0zVOQk4Vf6yqBWSEsgUqvV3EiDb6G7cmDHmz53Gy4fDT/N4vdeUoPferBS9LparTboKaCurg75+flBx/C7aikg9gGLi4sYHh5Ga2srN3IJRYLi+OwiUdATkJzrSVEUTk9Psbu7G7ciM9RUi++DHm/3nK5VQimnEOCZnWvkCLLOlYI/+tYMvm2ywu2noVHI8IPZffzn23uhkEsvVmSkQfzL3/vYBY4d92iOf/fTFXSXZ6KjJEP0mvynALJuc3Mz54sej4UAUbCenZ1hYmIi6pgskWf67CBx23yBg6ZpuN1uBAIBUbmeTqcTy8vLcLvd16LI5HfoR0eX3XNqaip6e3vjHoW8uq0QRRk6aBQyyClAraDw169vi6mY21w+fHNyl/NM9wQYLO/bMbVji/n8VCoVOjs7kV9YhF1bcKAGCxYLexcxratWq9HV1YXCwkIMDw9jd3cXLMtKmqELISMjA4ODg2AYBlNTUzg/Pxc8lp9nSpqGRJ7p04tEh/4CBT/Xk58gFOn49fV17OzsoKSkBE6nM262BnBZ0P1+P0wmE7xer2Qf9EhQUAw+/EAqHltlkZqdhwfr8tFcFBs7xuNnIKMoXOYZXYJlWbi88XPMiwrykaFT4sx1by0ZRaE0M74bWn5+PrKysjhf9OsafchkMmi1WtTU1GB6ehrZ2dmoqakRHNERQVKiW3/6kejQX4AgAiGGYaDT6aKOWIific/nw+DgIDIyMiSLWoRgs9lgsViQnZ2N7u7uuIs54UIfHBzAYDCgIDcbf/SLD+Kdj9TFXMwBIDdVjbIsLeR33yYZBShkgHt3ERcXsXXSfPzjmzuhU8mRrJJfJiZVpqKvMn6OPdnYLC8vx8HBAQ4ODq6FL84wDNLT0zEwMACVSiWKE082TQFwgqQErheJDv0FhNBcz2gdthD3OxIPXSy8Xi9mZ2fh8XiQm5uLoqKiuNYDLguG1+vF/Pw8AoGAYKCFVBCr33c1svivlAwsHLpQkqnDR1/fiiwVDbPZDL1eH5fPSk9FFm69/0VY2LtAukYO5nQHd+7cuTZvGr1ej5ycHDgcDty+fRutra0xjZ4IyAZrOE58fX294HcrkZD09CJR0F8gCAQC8Hg8QQKhSDg7O8P09DQKCgqucL/lcnnMs1CWZWG1WrG8vIy6ujpotVpsbGzEtFYo/H4/hoeHOebIdRQJl8sFk8mElJQUvOzFg3hlGPFOf38/VldXo1rSRkN2shqD1TmX/1GciaOjI9y+fRt+v19yDJ0Q6uvrOb/4kpISlJeXx7Ru6AZrOE58pP0VviCJjO+i7d8kEB2Jkct9DoZh4Ha7uXDkcLxyPohsf35+Hp2dnWG7zlg7dLfbjTt37uDw8BD9/f3Iz8+P220RuOz2x8fHOVETPxg5VrAsi42NDdy5cwe1tbWc1W84EJ+VtrY2TE9PY2lp6Vo2/whdkKZpjIyMwOVyxbUe2RTNysrC4OAg3G43jEbjtVjzAvc48b29vdja2sLk5GREgzLSre/s7ODw8DBhH3ANSBT0+xSEVUAShBQKRdSLhbBMkpOT0dfXh+Tk5LDHSS3oZGQxOjqK8vJytLe3c5z1WMy5+LBYLBgeHkZBQQFSU1PjSj0iYBgGIyMjnIujkK1sKIglLXFFvI4ZsUwmQ1JSEmpra3Hnzh1sbGzE/H7x3RblcjkaGxvR2NiIycnJqClGUkCUsXl5eTAajbBYLBHPmWEYqNVqUBQFn8+XMPuKA4mCfh+CdOU+nw9arZZjsQgpMgnLZH19HT09PUF5luEQTvovBJfLhdu3b+P8/Bz9/f1XpOmxduhkbLC/v8/FzAkFRYsF6cqdTifq6upicnHkd+tutxuLi4txnxNFUcjKygqKp3M6nZLXCkdbJDREmqZhNBoj0hCloqCgAP39/Tg8PMSdO3fgdrvDHhcIBKBQKKBQKKBSqcAwTILiGCMSM/T7CJEEQkIFfW9vD4uLi6iurhY9qhBThElx3N7eRlNTE7Kzs2NeK3Td3d1drK6uXvFECRcULRZOp5OLkktOTo7bxTE1NRVJSUmQy+Vxzdb5s2p+PN3Y2BiKi4tRUVEherwkJCySyWSoq6tDQUEBzGYzcnJyYrIODgfCsjk8PLxiH0BACjqQECTFi0SHfp8gmkAodEzi8XgwNjYGq9WKvr4+FBUVib5ooh1HgifcbjcGBwcFizkgraCTGfzx8TEGBgauGFzF6q2+vr6OsbExzlv9uoqHjwb+yeTC+w0+/Pw/DON/jWbJXWe4zdDMzEwMDg7C6/VKmoFHk/6TkZFCocDQ0BDOzs4Ez0kq9Ho9BgYGYLfbgwKwyXnxn4QSgqTYkejQn+fgC4QiyfYVCgW8Xi9YlsXOzs61BykDwWHKLS0tyMiILlsX2+1vb29jfX0djY2NER0FpRQb0pWnp6cHxeJdFz5j9mLpzApv4PL1vf8HFvjtp3jxzfYr2aRCEGK3yOVyNDQ0wGazYXJyEgUFBaisrIxYsMUwZWQyGaqqqjgaYnp6Ompra4MKbqyKU4VCgebm5qAA7IqKCgQCAUFfGMKESXTr4pDo0J/HoGk6SCAUifalUCjg8Xhw+/btaw9SBq6GKYsp5kD0gu52u3H79m3YbDYMDAxELOZiO3R+WHV9fT0aGxuvFJR4N+UCNIOZI5or5ndPEI7kIi78Q8w+RLQiTG5GZAYeTeQkthiSjXGdTgeDwYDj42PuZ+GcFqWABGAHAgEYjUbOb18IiW5dPBId+vMQoQIhMbL9g4MDWCwWdHd3i2ZtiAHDMFheXsbR0RFaW1slJ/0IbWQSZszm5mbEGXzoWtEKscPh4DrP0K788MKDD313HrObbjx0MY8//Nk6aJSxFS4ZRUFGATyzR1AA0lOS0N/Sj7W1NW62HqlbD1fQGYbF+rETFAWUZyVxM/D8/HyYTKa4w6S58+WFX5OAjoaGBkGnRSmQy+Xc3P7WrVtYXl6WZB9AZu2Jbj0YiYL+PAPxKpfL5aIEQhcXF5ienoZOp0NeXt61FnO++Ki/vz+mAhLu/J1OJ8xmM1JSUq6EP68dOfCxHy3hxOHFy5vz8at99xg5kVgufC+alpaWK5ueTm8Ar/qMEcd2LwIMi/+4s43VQwe+8hs9kl8TAMhkFH6uUokfbTFw+2mo5BRyUtR4pF4PiqJQVVXFFcqsrCzBYhYa7OzwBvCmf76N1cPLGXR9fgr+/TduQquSIy0tDQMDA9cicuKDZI7u7OzAYDBEHe1IAdk8ViqVMBgMaG5ujrghzRck+f1+zqo3UdgvkSjozxOQrpymaa4rjwS+bL+lpQVyuRxLS0vXci40TcPj8XDiIyG+ulTwmTHNzc1Xbj5Wmxuv/rQRTl8ALAvMWi5wbPfifS+rAyA8TiBdOaHohSucY5uncHgCnNWuN8BgdOMEp04fMpOuctu9Xi9nSyuE11Sp8DPdtbi1coSCNA1+baAcOtW9z43kg66vr8NgMITddwjt0P/6+wtYOrDDd3eUM2e9wMd/soQ/eUUDgHu0STIDvy7GCskc1ev1mJiYgMvl4thU8YLc4PLz87kbeX19veB3PGEfIIzEDP05DjI3JLxjnU4XtZifnZ1haGgIMpkMAwMDSE9P58J848Xx8TGGhoagUCjQ3d19bcU8lBkT7kniB7P78AZokKmK20/jiyNb3M9DO3QyK5+YmEBDQwMaGhqEQztkFFhcHdfIQmpEIBDAzMwMhoaGOHVqJLyiJR9/87oWvPuRGi76jg/ihdLZ2Ym5uTnMz88HfU6hVMNZyzlXzIHLG8/s7lXuuFjGilRoNBrU19dDp9PBaDTCarVey7rAPfuA1NRUUcHapFtPCJLuIVHQn8MgCUJEICRGtk+KQkdHR9AcNTQ2Tir8fj/MZjNWVlbQ3d2NpKSka9mcIk8epOiG26DkHxsJ/E1Rh8PBbbgNDAxE3aS9UZaJnGQ1lHftFDVKGR6uy0W67l4HenJywilpH374YRQUFMBoNGJvb0/KSw6L5ORk9Pf3Q61Ww2AwcAU49DXX5ady5wgAKoUM9fnh9y0IY4XcLDwez7Xc1FmWRUpKCvr6+rC3t4exsTEu6SqWtfgg9gE9PT3Y3NwUbR9A5usv9E3TREF/DoJQEdfW1iCTyaDT6aJuQhHZvk6nQ19f35X8zUhK0Wg4PDyEwWBAeno6bt68CZ1OJ0ktKgS73Q6j0QiWZUUV3Zc350OtkIPc07RKOX65tzToGIZhsLq6iomJCTQ2NkbsyvnQKOX49m8P4E3dJWjKluMdD1Tg73+pHcDliGl2dhaLi4u4ceMGZ2hVUFCAvr4+7O7uYmJiImq3Hg38bn1+fh5zc3McXY/gAy+vR0V2MpJUcuhUctTok/H7L62NuC65WVAUhaGhIZyensZ1noTlolar0dnZieLiYoyMjGBnZ0dyhyy0warVanHjxg3OPsBqtUZcm9hb2O12rK2tvWB9YRIz9OcY+LmeFosF1dXVEY/3+/1c9xUpHCIW0Y3P58Ps7Cz8fv8VK9p4LHRJ0d3f30dLSwtMJpOooluQrsW339mPj/1wCSfOe5uiBIFAANPT08jLy8PAwIBkJkaaTokPvboJQ0Nn6O2thEIuw+npKaanpwUzSElGqMVigdFovKJejQWEMri+vg6TyRSU3JSmVeJ7vzOAxf1LMVFdXoroCDxyrkQRW1dXJ9naALhKWySb7SRIo7W1VbSvvRAHHQB308zOzsbs7Cx2d3fR3NwsuHbo6OWFmGeaKOjPEQjJ9iPxkGOR7YuF1WrF0tISampqwlrRxmqhe3FxwVHrQm15xaAyJxn/+JbOoH8js/KjoyPU1dWhrKxM8nmFgqZpLC0twWazico2LSwsRHZ2Nqanp2G1WtHU1BTX3yfdukajwezsLObm5lBXVwe5XA6FXIamQmnsFSIGSkpKQl9fHzY3N2EwGERTQkPXCi3CSqUSbW1tODo6EpT4h0OoSjQcVCoVOjo6OPuA8vJylJSUhF3b7/dDqVS+YO0DEgX9OQDCGqEoihtnAPfGJKFhAV6vFzMzM6AoCn19fVHZFlLg9XoxPT0NmUwWcW2pIxc+66atre0KXz1Wv2+73c5R/4qKiuIKbSAIBAIYGRlBSUkJGhoaRJ8XyfK0Wq0wGo1x7VkQaLVa5OXlQavVYmhoKCzlUgz46s5QfrnVakVDQ4Pobj2ShQCx/F1YWMDIyAhaW1sj3gwjdeih0Ov1yMzMjLg28YUh9gEymQyBQOAF063f36/uOQ6yIeh2u6FSqaDVaoO+cKFzbyLbHx4eRlFRETo7O6+tmPPXLi4ujrq2lJGLzWaDwWAARVEYGBi4Usxj9WBZWVnB5OQkmpqaUF9fH/fFStM05ubm4HK50NbWJsn4ioCiKBQWFqK3txc+nw9TU1Pw+2PPHSWFuKKiAjdu3MDCwgLm5uYkj7vCGXMRfnlaWhoMBgOOjo5ErRVNKUok/nV1dRgbG8Pa2prg58s35hID/trj4+NYXV0NWju0ASKCJHItkbCQ+xWJgv4sQUyup1Kp5IoBsaE9PT0Na0wlBkJKSrfbjdHRUZycnIheW8zIhaZpLCwsYHZ2Fu3t7YJ8aKmOi3a7nfMbHxwc5JSW8djnnp2dwWAwQKPRIC0tLeqIJRo0Gg10Oh1ycnJgMBhwcHAQ0zr8QkzGJaRbl7K5KeS/wmeVrK2twWQyRb0BiVWKijEREzNyEVp7YGAAfr8fBoOBszwgnXgo+BRHkmd6Pxb2xMjlGQZftq/RaCJ+mRUKBfx+P9bX16Pa0IoBoS6SDoYvr29sbEROTo7otaKNXIiKtLCwkGNYCEFsISbmX3t7e2hpabkimY+l0yez8tPTU04ktb+/L2kNIVAUhaKiImRnZ3OjjaampqhZrnyEo/VVVFQgNzeX29ysr6+PWmCjGWpptVr09PRgd3c3aoScFC8XvonY1NQU8vLyUFVVxZ1LPL4wcrkc9fX1OD8/50RUQgUdeGEIkhId+jMIvkAoKSlJlNrTbDaLsqEVA764yOl0YmRkBHa7HQMDA5KKOSA8ciFjC6IiraqqinrBiOn2+eZfRCwVDlIKOhkFqVQq9Pf3B4mkrrN7Iwk+2dnZogQzfAh5mJNuPSkpCUNDQzg5OYm4jhiHRIqiUFxcHDVCLpoNbzikp6djYGAALMvCYDDAZrMBkD5yCYe0tDRORGW1WqNG9d3PgqREh/4MgGEYeL1eMAwDrVYrqptaXV3F4eEhysrKUFNTcy3nIZfL4ff7YbFYBD1NpKwVWoQJxU/qZmKkDp1PcYzmTSK2Q2cYBktLSzg5OUFHR8cVzv7T0bGRYsnv1hsbG6N265E2i8nmpl6vh9lsRmpqqiAVUYrlrUajwY0bN7jN3VAqZqzmXDKZDLW1tcjPz8f09DQyMzNFXQ9i166qqsL+/j42NjZwdnYmyj6AbJreL916okN/GhGa6ylGIES6RgCoqqq6Fq8M/vlMTEzA6/VicHAwrlQefodO5PBEeCN1M1Fohk66ciI8imY0JcZt0WazYWhoCEqlEv39/VeKOcHT1bGR0UZmZqaojchQc65wIJL5pKQkGAyGsN26VA9zsrkbTjgVr30usSVQq9VYXl6OWWUqhJ6eHqSkpEiyD5DJZPD5fM97QVKiQ3+awBcIielCaJrG4uIizs7O0N7ejpSUFOzu7l7Ll510uaenp6ivr0dpaWn0X4oCuVwOr9eL4+NjzM7OoqysLOa0n9CCLqUr5yNap09sfsN15VKweezEzpkLlTnJKEgXJ6AJPc+SkhLk5OQEdeuRukkxaxIqoslkumJwJebGEA6hVMza2tqYRi7hzreyshIulwv7+/sIBAIRO2qxIHtEZWVlyM3NxfT0NCwWCxobGwWbo/uJ4pgo6NeMSLmeQiBFsbS0NGhUEY9cn4BsGOXm5qK4uFi0gi8aWJaF1WrF8fExuru74+J/k4J+4vDi/MKOnZU5Tu0ptavkd1dPLB3CvG1DuppFCbOP4kJxNr+RPq9/fGoNn/jJMhR3vc4/8roWvKa9UPQ58kG69e3tbRgMBuwp8vC9xXNolXK86+EqtBSlSy7EOp2Om4EbDAZkl9bg1K9EMuWFMo4CRRSbMzMzOD4+RklJScxr8UE2Td1uNwwGg+TN+XAg75dWq0V3d3fQzaigoCDi7z3fBUmJgn6NoGkaXq8XAIIEQkLw+/2Yn5+H2+0OWxQJyyXWc1leXsbx8TEn5FlaWroWscvh4SEWFhaQnJyMmzdvxv2FZ0DhPf81D8P6pSFVS2EqvtIr3XObX9D/7qfL+Men1u96kQMthWn4+gNVkIXaJwog3GP31okTn/jJErwBFt67//YH/2XGIw25SFbHdikR2qDRSuPPvrsA3919ZsPqMb75jj6kxCC4oigKZWVluHPA4Dc/NwWFnALNAm9qTkNzc0ynCeBSsdnZ2Ylbt27BZDKhtrY2boUy2RQlHTUJ0hCzvyAGZHSUk5PD2Qe0tLQE2ViEHs/v1m02G1JTU689nvDpwvPvmeI5CEJFXFlZwcXFxRWBUDjs7+/DYDAgMzMTPT09YTtcpVIZUwE+PT3l2Bt8IU+8Hb/f74fJZMLGxgYaGxuRnJx8Ld3Lf83aMLx+hgADBBhgbs+Bv/zeguR1SEH3+Gn8/eOrcPsvq6OPBub3HRhdj8wE4a8TikAggCfHZyFDKI0Q+KlxjLuRx4rPD29zxRy4tAb+99GtmBW0Dm8AH/zfJfgYwOVn4Q2w+Oq0DZvHzrjOE7j8XnZ3d+Po6Ah37tyJayzI56GTJ5asrCwYDAbJ9NFIs29iH1BaWoqRkRFsbW1FPJ4IkmZmZp5Xs/VEQY8TfIGQXC6Hz+eLeAF6vV6Mj49jd3cXfX19KC4ujpgDKqVDJ5uTCwsL6OrqQmVlZdDa8XiiHxwcXD7CZ2eju7sbWq02brdFwjaZ3nPBxxt9ewMMJrak+3eTGfr0/BIQcvHJKAoXHvHvJf/iJba5DUVZYKngS0Yul6G1qgTDw8NxeYOHqxUnJ6dX3BbF4vDCA3nI04icAm5NzsX9lEbTNDQaDdrb21FeXo6RkRFsb2/HVPBCpf986uTOzo4kF0sxG7/EQ+j8/BwjIyMcjTjSmqSbJ4Kk5zISBT1GsCwLj8cDj8fDyfbVarVgAeZL6wsLC9HV1RVVti+lQyf2ucSnOpzSMRZPdJ/Ph8nJSWxtbaG3txdFRUXcY2k8X+7z83PODqAmNyXI41sho1CeLV2p6fV6sb6+jlS1DBX6ZPBNCFmw6CgVF1xNQGxzl5aW0N3djRuNVfjb17dCo5BBp5IjSS3H5365C+Ull+Ipq9Uas43u2x6ogJaXX6pVyvDaVj1WV1ejFp1wKEjXQhaaRcpSqC/MvBL6LBV8loter8fAwADOzs4wOjoKt9stea1wG6GEOpmfnw+j0QiLxRL1hhHO9ygclEolWlpaUFtbG9WaALg3WycN0XPZPiAxQ48BgUAAHo8HCoUiKNdTqVSGFTW4XC5MT09Dq9ViYGBA9GxQzIhErH0uWU9KESZujjU1NSgsDN74i9Vtkc82IbP9t3hpTB34cOTwg6IoJGsU+PNXNUpac3V1Fdvb28jPz0ddXR2+UliGd311CrOWc+hTNfjEL7ZBnxJ+bhoKiqJgs9mwtLR0xTb3la0FeFGdHod2L/LTNFyItEqlCmKDNDQ0SHpf3tRdArVChv+4sw2NUo73PFKNztJMLC3JYLFYMDs7K8nuVqOU419+pQu/8cVxMCwLmmbwvgfzcaOxCm53IUwmk2RTLoJQsZNSqURra6tkp0UgujkX3z7XYrFEnH9HUomGQ1ZWFgYHB7G8vMxlsEYKOX8+5JkmCroE8AVC4WT7fO8V4PKLv7m5ia2trZhk+9E8Tg4ODjA/P4+qqiquc44EsR06cXMEIOi4GEvABWHc5OfnB7FNUjQK/Nsba7Dn14JhgI7S9KDszUiw2+0wmUzIyclBbW0tN8/Vp2jw9bf3Sjo/4LJjtNvtWFlZEbTNTVIrUC6wCVpQUICsrCyYzWa4XC7OzlUMXttRhNd2FAX9m0KhQGVlJRiG4XJHxeoHblZkYfxPHsH+uQce2yHUd+umVqvFzZs3OXbNdTBLgKtOi21tbVHZT1Lscw8ODjAyMoLKysqwo0qxHToffPsAk8kEvV7PeQ6F49s/1+0DEgVdBFiWRSAQgNfrhVKpFIyCU6lU3OO23W7H9PQ0J3mOl1/Lh8/nw8zMDBiGuRI8EQnROnRCRVxeXkZdXR3y8/MFj5UycgnXlfMhk8mgoIC+SvE3PJZlsbq6CqvVira2NqSlpcFqtcYVP2az2WA2myGTydDZ2RmzQRcJkvjJT37Cdet6vT6mtUg3XFpaCr1eD5PJhPT0dM4bPRo0SjnKspOwYUdQV03YNURlSrr1eJklxA3x5OQEd+7cQUlJCZfwJPT6xBbD3NxcZGZmYn5+ngvS4N8wpHbofKSlpWFgYABra2ucTbFGoxF8P/jdus/n43jrz3ZhT8zQo4BhGLjdbi7XU61WC35oSqUSPp8Py8vLmJyc5DIyr7OYk0f6/Px83LhxQ3QxByJ36B6PB2NjYzg4OEB/f3/EYk7WElM8iTJTLpejv78/7COtVJdEEl0XCAQwODjICY/EKEXDgWEYLC4uYmZmBh0dHdfC3qEoCiqVCj09PVhfX4fZbI5pM5Jf8J4Ot0XCLMnIyIDRaBRtoRsNZJzhdrsxPDwMh8NxLeuS8U51dTXu3LmDjY0N7jOP1xdGJpOhurqaiwCcn5+PeNMk3bpKpXrO5JkmOnQBxCIQcrlcODk54WxDr0NpRooUCZ5QKBTo7++PyRIgXIfOsix2d3exuroa0WEvFNFGLoTBcnx8HFWZKfbmQJKJSHcWatAVS0EnCUp5eXlBY6B4N73I74eKh6SO3kLn1aFui2K79UgMkHDK1evo1uVyORobG3F6eoqJiQkUFRXF5DEfDtnZ2RgYGMDi4iKGh4fR2toa08glHEgE4Pz8PLa3t3F0dBRxJPVcEiQlCnoYSBUI8WX7Wq0WtbWRQ3ulQC6XY3NzE5ubm5IKrtBa/C7R7XZjenoaarVa0mYtEFlNSUYXhYWFGBgYiPrFFtOhOxwOmEwmZGVlCeaFSrHP5dsLhI6BrutCJOuQ8QYpmHt7e6Jl7kIjCdKtr6+vc7P1SCHbYhSn5Oazs7MjOCqK5UZHvMuXlpZgNBrR2toal/UCgUKhQFNTE87OzjAxMQGNRhPX9cEHRVHIysoCwzBYX1/H7u7u88I+IDFy4YGfIKRQKEQJhI6PjzE0NAStVov+/v5rVZS5XC7Y7XYu1CLeLyvp0IkPOslnbGtru5bOhh9o0dHRIco6F4i8+Uu68omJCTQ2Nkb0/hbboZORDTH9CjcGuq4OnQ+SEJScnAyDwSBqZBLNbbGyshKdnZ2cZbHQU5NYh0TSrff09GBjY+NK4IWQnW80EIl/U1MTJicnsbKyEjPHPhQZGRkYGBhAIBDA2toaF3YRL3w+H3Q6Hbq7u5GTkwOj0RhVa0AESaR5eqYFSYkO/S5IridxRRQr23e5XHF7mYSCz45JS0tDdXX1tRRcmUwGv9+P27dvIykpCf39/deyLiAt0CLceYUr6A6HA2azmbtgoxWkaAU92sjmmQDf8lbMyETMpmFycjL6+/sjdutSPWGIDwoJvGhsbIRer4/baTE9PZ2jCg4PD19bsZPL5UhPT4dOp+NCyKurq+O6YRCGEgkqIfYBFosFzc3NEfevnq1u/QXfoROBEMn11Gg0omX7GRkZuHnzZlAxj4XOx4fD4cDw8DCcTicGBgaQnJx8Lf4rpCt3Op2orq5GS0vLtXXl8/PzmJubEx1oEYrQgs6yLNbX1zE+Po76+no0NDSI7i6FCoTD4YDRaITP54sYkEHWiQYxn0mkdcjIRKPRBAU+hEJsISbdekdHB+bm5rCwsHDFwTIWbxyi2iTdOml64oFMJkNdXR3q6urgdDqxtLR0LZuJgUCAY6vIZDIMDQ3h7Ey64pgglHKqVqvR2dmJkpIS3L59O6o69tnIM31Bd+hCAiEheL1ezM7ORqQLqlQqTnQgBfzusbm5meMax2PQReB0OrkAhOTk5LiTjwgCgQAMBgOKiookd+V88Au60+nkOtfBwUFJ72O4WTzLstjY2MD29rYkDrfQhUcomNvb28jNzRVkMYm5cEkRJhuc2dnZYXNXI72vDMNi88QJhgUqspOQkpKC/v5+jn5HnkRiKegEJHFpd3cXd+7cuTaPfq1Wi5ycHFAUxQl7xFolhwNhuRC2Sl5eHveEJ5bmyYff7w/7Wgl9cmFhISx9MhR8iuP29jaKioqeNorjC7JDJ135+vo6Dg8PBXnl/ON3d3cxPDyMgoKCiHRBQl2UgouLCxgMBvj9fgwMDAQVnVgNush5r6+vY2xsDHV1dTH7lYeCdOUejwcdHR1XPGOkghR0cq719fVobGyUfAGGdugulwsjIyNwuVySAj2EXgv5nGQyGR555BGkp6cLBkpEWicUZGQil8thMBhwfn7O/SxSh+720XjDP43gFZ8y4Of+3oDXfMYIhzcAiqJQVVWFjo4OLngknoJOXktxcTFaW1vhcrkwNTUVd6NB0zSUSiVqamrQ1taG6elpLCwsxPyEG8pyITc3QvOMFtMXCp/PJ/gUS+wDampqcOfOHVH2AXK5HBsbG6Bp+mmbrb+gCjqhIvJzPaMVS7fbjdHRURwfH2NgYCAqPztULRoJhNpnMpnQ0tISdsMv1g6djG5IHim/mMXzRSJOjmq1GmlpaYJWAwzDYmLrDE8tH8HminyD8/l8XBZktMLLsiy+OrqNt35hDH/83zM4vLjn9EcKOtmDuHPnDmpra9HU1BTTExP//6+ursJkMqG1tZXroktLS9Hd3Y2lpSXMzc0FFSK3L4DPTLpQ/8Efov1DP8Y3J3Yj/j2KolBdXY22tjaYzWZuDBFpE/LjP1nCrOUcbj8Nt5/G0oEdH/n+PZdKUtDkcjn29/ejZm06vQH8wTen8cjHn8Svf2EMFttVXxaFQoGcnBzk5OTAYDDg4OAg4pqRwJf9p6amckwrg8EQ06gknLCI0DzJ5zQ9PS26QRKj8iV8e6/XC6PRGHFDltxwns480xfMyCVcrqdKpRL84vA3JqVIo8UWdELtKygoiBjkoFQqJdmT8kc34TbHiMJTqgCDUDNtNhs6OzuRnJyMg4ODsGsFaAa//oUxjG+dQS6jQAH4+tt7UZ8fzCYh7/H6+jrS0tLQ1NQU9Tz+5oeL+OLwFtx+GgoZhR/PHeAnv/sA0nWqK5u+UhW6Y5un+N2vm3B44UZzoRuffcsNaCl/EF0y9HMigRIbGxvc2CA9PR0f/PYcJg4C8DOXVrh//D8zKEjXorcyK+I5kMK2srICo9EYceNtdvcc3sC9EZM3wGDGch50DBk/HB8fY3l5GXa7PexmIcuy+PUvjMG0Y4M3wGDjxIXXfMaIx3/vQaRo7hU18nkXFRUhOzsb09PTsFqtaGpqkrwnE/rdIU8WZFQiRRELRBYWkc+J6AHEqHfF2jYQBg+xDxDakCWaFn6eKU3T3PtwHZum932HzrIsfD5f2FxPtVoddjwSujEpxeeCL/8PB5qmMTc3x1H7ou3ES/EwDx3dhOMlx2Khe3p6ylEz+/r6kJycDEBY/v+tSQvGNs/g8tGwewK48ATwnq+bgo4h4xCHw4GOjg5Rc1mWZfGvhk3O5zzAsHB4A/jx/AFYlsX+/j6Oj49RVVWFlpYWScXcanPjV/71DnbO3PDSwNTuOd74j0MYHx/n6JKRhDkVFRXo7OzE7OwsFhcX8eTyMfx8S2A/g6eWI+dbEpAw5ZaWFhwfHws6Ddbnp0Kl4JlkySnU5Yc3l5LL5ejq6uLm1aGd5KnTh6ltG3eDoBkWbh+N8RAbYz7LhTgixtqtCxlzEWFPLIrYSGMuogcglMxoYyOpjJ5oG7Jerzfoey6TyaBQKLjw9usYw9zXHXq0XM/Q4sswDNbW1mC1WqMKNYQQqUM/OTnBzMwMSkpKgqLmYl2Pf95EJNPS0hKRwUH4sdGse4HgrjycUZWQwnPr1MUVXQLr2eXjO2HbbG5uorm5GVlZWXA4HKJZDsyVLzwLj9eHO3fuQCaTITs7OyajqfGtM/A/DpoBNk+9aO8eRJou+nsF3JuFr66uQongm7BSLkNmkrTNxLS0NOTm5iIQCMBoNKKtrY27mQLA7720FqMbp9g8cYICUJihxQdeXh92LWIiVVNTg7y8vCudpEIuAxsS3sGy7JXYulA+O6H0kW7dYrGgqalJ1A060pMiXxFLNvSluE1GAqFkWiwWGAyGiL5FsTC2qqurkZ+fD7PZjLS0NO68SYceuv51Uhzvyw6d35UTgVC4Oy2/oNtsNhgMBjAMg8HBwZiKORC+AAcCAUxPT3O+2lLkz9E6dOIrTkQy0bjVYjv00K5cyF893FrNhWlB3t5yCqgvSIXb7cbt27dxcXGBgYEBZGVdjh+iuUoSUBSFV7cVQKOU3f1vQEYByRebKCsrE32TDIc0rfJKyARFUUhSSxsjkFn4B19eC6Xs8rVrlDLkpKjxxm7pOZwsy6KyshKNjY2YmJjA+vo618UlqxX4zjv78Y239+Jrv9mL7/3OINK04c+XvylKxjoAuG49TavEzzblQ3v3vVUpZMhP1+JGefB1IBQQTbr13NxcGI1GUWlD0axzgct9rt7eXk6MFY+POx/kRtTX1weLxYLx8fG4U6f4IE8ZSUlJMBgMODo6ClvQ+edDuvV4BEn3XYd+cXGBr3/963j00UejCoTIDGt+fh6np6dhnQClIrSgHx4eYn5+HuXl5WhubpZccIQ2RaM5GAohmoUuUXuen58L2scSCHHuX9qYi0d7SvDFkU3IZRTy07R4/0AORkdHw3qZSDHn+sjrWqBP0eDxxQNoWC/e2pGGn+3v4LzoY+UzdxUloySFwoaNgo9moVbK8N6fqYFCHlvP87LWEtgPd7HmVIH2uvBbP9uBVE1svH+KojhxFfEuaW9vh06ng0IuQ1NhdKpfKMuFjHVIt56Xl4ePv6EFXxhJw9jGKcqzk/DOF1dBrQguuJHGECS/M3S2LlTEaJoW9aRIMlJDnSH53brQjSYa1Go1urq6sLe3h+HhYVRXV6OwsDBuVhA57/Lycm5PwOv1RgzXDteti/GQ4uO+K+gymQz/+q//it/4jd+I+kacnJzA4XCgpKQkLh41H6Tr9/v9mJ2dhc/nixo8EQnhaIv8DVUxKfZ8ROr4yUgoNNRBCEIdOkVR+JNXNuBdD1fj5NyB/Y1FqGiX4Cal2A4duBxd/HJbGro1e6iraw56VI7187NarVhaWsLnH23BsDWAqaUNPNhYgpe2lcW0HnDZWZemKfBLL+/F2dkZzGYT3KWlKCsrk3SefNoiMbsi1rRSgiSEChSZ+66srOD2yDB+sbUVbxusiLhOtK6a2AdbLBYYjUbU19cjLy/vynFiOnQ+iHVCuI3NeI258vPzg4I0amtrr5Vv39PTgzt37mB1dRUajSYiW44IkogQ6QVd0JOSkuB2uyO+CXzZflJSUkS/ZqlQKpWw2+0wGAzc3T6etfkdOk3TWFpawunpaVQHw0jrhRbhQCCAxcVFXFxcRO3K+YjkksiyLM6P9rC9vh6VJSS2oBMfeJZlwzpOSrXhJesB4NZ7QwFQrThBWVm66HWEQD73jIwMDA4OYmFhAbdv30ZbW5voG3y4C5owbubn50WvF4nPzu/Wp6amUFBQIKj4JdxxMeB360Qwx//MYmFb8X3cyVNAY2Nj3Na5wOW1297ejsPDQ0xMTECpVMYc0h3uvNVqNVpbW7Gzs4Pd3d2o9gGxjFzuyxl6JAk4CTvmy/ZjyYAMB6Ikdbvd6OvrE5UiFA3EQZDP/+7v74/ZrS505EICkMmsUkqog9DIhXD3z87O0N/fH3WTUkxBPzg4gNFoRF5eHrq6usJ2T1LcFsl6+fn56OzsvLLedZtzyeVyNDU1obq6GqOjo6JDlYV46AqFAi0tLaiqqhK9XrTvYlpaGgYHB0HTNIxGI+x2+5VjpDI/SLdOskH39va4n0nt0PkgG5tZWVkwGAzY39+/ttwBvV6P5uZm0DQtKkhaLHw+H5KTk9HZ2Yni4mJR4dqSR7TxnuRzDWRzwev1Bt39hGT7ZEQiJSgiFCzLwmKxYGVlhfOnEDMbFAOapuF2u7GwsMDxv+MB6dADgQAWFhZgt9tjNhcLHbnwvdWJmZMYRCro/NFVtHQmMW6LJIPV6/VKSnu6LmRnZ6O/vx9zc3PY29tDa2tr1C4t0kWdk5Mjab1oID4rNpsNk5OTKCwsDFICi3VtDAWJ5puZmYHVauUKZjxFmKhXc3JyMD4+Dp/PF3HjUQoYhkFeXh70ej3GxsaiJi+JAf/c8vLykJWVJZi+RARyUnFfdug5OTk4PLzk/PJl++FSfqLxxqPB7Xbjzp07ODo6EqUklYKTkxMMDQ1BJpMF8b/jgVwu55gxKSkp6O3tjdkpkj9y8Xg8uHPnDk5OTjAwMCApck3oIjk6OoLBYEB2dja6u7ujFqpoBf34+BhGoxGZmZkR17tuP/RQKJVKtLW1oaysDCMjIxEtWcU88pP1ysvLMTIygt3d3bifMEh0ot/vh9Fo5BKHYt18BO5tQJJu3eFwXEtXrdFoUFFRgZSUlCtPAbGC+Ljwk5eEnlrEIvSJJDR9ic9gInjBd+jAZRd0eHiInJwcTE9PQ6VSCab8xFrQWZbF9vY2NjY24sqMDIfQ7nlsbOza1rVYLHA4HOjr64vb8pfsxu/s7EjuyqOd59zcHNxuN27evCl63ixU0AmTyeFwiN6gjlQQDw8Psbi4iIqKChQVFYU9RkxBzc3NRUZGBmZmZrC3t3dlxkzWEXtR6/X6oPVaWlrielIkAcokQKKoqCiuMQkB6dafeOIJzMzMoLW1Ne4nWpqmkZGRgZaWFszMzHAz+1jX5fu4kM1o8tSSn5+PqqqqmG5s4T7L7OxsDA4OYnFxkQsAEWMWGA73bYf+b//2b/jN3/xNVFRUoL29XfAxTKVSSeafOp1OjIyM4Pz8PGw3Go+FLulK+d2zFLWoEI6Pj7lZeV5e3rX4tzMMg62tLc7n5jqKOTnP9PR0yeygcJuiZ2dnGBoaQnJysqSbQzgQPcH6+jq3eTY2NibYEIi5IFUqFTo7O7muNVRtKXVTTqlUoqOjA8XFxRgeHo4ayCAGhDLp9Xqxt7d3LXtOarUaOp0OhYWF13KehOVCngLIuhaLJab1wsn+iQMoy7JXTNSiIdoNntw0mpqaMDU1heXl5QQPHQBWVlbwne98B7W1tfj3f//3qHacKpVK9GMU34qVqByF1pRqoUuYN263+0ohI0yXWGhZgUAA8/PzcDqd6O7uhsfjwe5uZKOoaODvGWRmZqK9vT2u9ciaMzMzcc30+R06MT47OTmRxNwh64Ti9PQU09PTKCsr4/QEHR0d2Nvb4+La+IlSUi9G0rWSiLrGxkYolUrJwRQEeXl5yMzMxPT0NPb29uL2G+f7lSwsLMDlcsWdD8owDAoLC5GTkxM0W4+lq/b7/UGfcX5+PrKysjgaYktLi6S9BaHrjTCCiBKUWB5Hu9bFXr9k1LWysgKXyyX5vXjGOnSKomQURX2Poqj/S1HUhymK+g+KorQhx/wqRVG3KYp6kqKoJ7/85S+LXj8QCOCjH/0oHn30UbzxjW/Egw8+KMpbWcjPJRR2uz3IvVComAPSLXQPDw855k24rjRWC13S7aalpXGMnmjComjwer0YGxvD4eEhmpqarqXTPz09hcPhQHJyclwzfVJcyB6BUqlEf3+/pGJOwL8xLCwsYGFhATdu3LjCI8/Pz0dfXx+2trauxLVJBWGEZGVlwWg04vj4OC7anEql4mbWTqdTlHozGognjMfj4fyO4gV5SomnWw/HQ1epVOjo6EBpaSlGRkaws7Mj+kYr5IVOEOoOGc1vxufziS7OMpkMVVVVsdGSJf9GfBhhWfbDAEBR1LcBvBbAv4cc80aWZTfv/n/RbQ7xJzEYDPjxj3+MW7duifq9aDP0WPxdxDou8hkckcYBUi10Q7tyfoGMxZyLwGKxYHl5mROKnJycxJXOxPeKIXqAeEC8e8xm87Wofi8uLmAymVBQUIC+vr6gwkozLGTUPX7xjRs3uHDl5uZm6HQ6SYX4xOHFTxcOwLLAIw256OnJhslkgsvlinuDMz8/H0lJSdje3sbe3l5MzogENE1DpVKhsbERp6en18YAIedJmDCkqxZbBMNZ5xKQQIq5uTnuOo42ehPTUYe6Q/J9W0IhlX0T62f+jBV0lmUZAKSYKwAUAVgKc+g7KYraB6A7OTkRHUqg0Wjw7ne/G8Dl5hBhuURDpIJ+fn4Os9mM3NxcDA4Oit4EEVPQ9/f3sbCwIEp8JKVDPzo6wtzcnKDVQCwdutfrxfT0NCiKwiIK8dGvLyNJtY539Bcii4mtoBO1K/HTeOqpp2Jah8But8NkMgFAkM3tvPUCk9tnyElR45H6XMhl4orOzs4OLi4urtwYzpw+/OaXxzGxdQa1Qo4/e1UjfvFGMai74crZ2ZeFWKfTib4od89ceOXfG+C9a8/4kR8s4n/fNYCbN2/ixz/+MWfLK9VfyOOn8eHvzmNo9Rga1otP/XIXkgIXQRmhUsEwDP535gCf+OkqfDSD17YXIsPhxPDwMNra2mJ6GuKDdOtEil9TU4PCwsKovxdNWESYQIeHh7h9+zYqKipQUlIieN1FCrcIBfFt2dzchMFgCGtvEQudMpYb5DM+Q6co6qUA3gvguyzLjof8+CkA32NZ9oiiqJe/4Q1vwGOPPSb5b+Tm5oo28Qk3HqFpGsvLyzg+Po6p04t0kyDqxEgxdqEQsynKZ4ZE2kyU2qETWXxdXR2+ueDAZ55Y45wUf9tyjr94KANtole750FzfHx8Re0ay3iBpDLt7u6itbUVJpOJK+bfnrLgD741DQCQURQ6SjLwxV/vjljUnU4n9vb2kJ2dHdb//J3/MQnTtg0Me+lz/qffmUWVPgmdpZeNB/HdXlpagtVqhc1mi2qY9tEfLuHC7Qdzt/57AzT++geL+IdHO7juf2pqCllZWaitrRXdWPzOf0zhqeUjzhL3dZ8dweO/9yBu3gye1UuhDk7te/Fp0zw8d28+X769BbWyAr/aWYexsTGUirQ3iPZZ82fgpKuO1K2Llf4TJtD8/DysVqtgfJxUARXxbSHukBaLBQ0NDdw5hVrnRkOso7ZnnOXCsuyPWJZ9GYByiqL+T8jPNliWPbr7n48/9dRTMT3SS+nQQ9WFZ2dnQfPXWB7bhTp0q9XKqRMjxdiFItrIhTBjxDBDxHboXq8X4+Pj2NvbQ39/P/Lz8/GV29tBtrieAINbW5FTcPggfu1yufyK2lWMKCgULpcLw8PD8Hg8V5wmWZbFH35rBh4/A4+fgctHY3L7DE8uhf9ekLCNsbExZGVlobS0NGzhHN88g5+5d55+msHoRvD8lHTr6enpmJmZiRqCvH/hAW9JMCyCkpiSkpLQ39/PzWvFsCv8NIPHFg6DAjAYlsWtlWPOW4RE6ElxMLxt9XPFHADcfgbfMVs5OwLCAIuWjiSmYJIZOGHsCPnCA9E7dD5C+d+bm5th142loBK/mYyMjCCP+PuuQ6coqgFAOcuy37v7TxsAKiiKygQQYFn2gqKovwbwQZZlAwCqy8rKYuK8ajQa+Hw+SXc54mdyfn4etyKTOP8RkJEFEQhJ3bkWSi2KxIwRgpj3g3TltbW1KCgo4P5dIQ/+XRkAmYhtDr5fu9ATD1GLiuk++RoAIbaRn2bhDYQ0Ayxw7LhKUfV4PNyYhDgahrvAPR4PUjVyHDnuFTSVXIZM7VXPD5ZloVAocPPmTS59qK2tLexG18N1eszsnnM3S61SjhfVBY9DyLxWr9dz7oiRuNByirr0dw95Gcq7nyHxRMnJyeG69fr6+qhFUae4tCzm34CSVJfXqEKhQFNTkyjzMCl8dsLYicRYiTRDFwJ5CltYWMDIyAjH/44X5IZO/GYsFgsUCoWkAOxYZ+jPZIfuBfBWiqL+hKKoPwdQD+BvAfwhANKp7wP4LEVRHwDwga985Ssx/SGpdzaGYTA0NISkpKRrUWTyndIsFguGh4dRVFSEzs7OmChZ4Tr0aMyYWODz+TAxMQGr1Yq+vr6gYg4A7364mvPLllGAViXHg8WRH3PtdjuMRiPn1y70xCPWoIv4xNhstiBP9VCoFDLU5qaAP11hwKKzNHgObbFYMDIygoqKCi7lKPT7wzAMHA4HvF4vPvLaZmiUMmiUMuhUclTmJOOVzblh/aspiuJobs3NzZicnAyrBnzbYAXe0FUEpZyCQkbhdR2F+K0HK8O+LsKuYFk2onJRJqPwtsFyzpdeTgEZOhUeqc8NOo50lMRvPBpb46VlSqRolNzYSqOU4Y9f0RB0DOnW7XY7bt++HbZblyr7D2WshFPDxtTRKhRobm5GbW0txsbGsL6+Hpcalg+NRoPu7m7k5eVhd3dXMm/9Od2hsyy7hktWSyjezzvm70J+9sZY/55Go4Hb7Y5IgSMdrtfrRU9Pj+gN2GhQqVRwu90YGxvjRjfx+EvwN0WJF4nH44lbKMPH3t4eFhcXr3TlfLyhqxhpWiW+NWVBilqBtz9Qjr1lc9hj+dmmJGczEqIVdD73XeyG3r/9Wjfe+sUxzO9dIFmtwMde34Iq/WWH7PP5uI1eQj8L/XvkOBKUkpKSgocb0vDdd6Xg9voJ0nVKvKQhD0o5BZqmOe2BXC6/UmwIv3hxcREjIyNob2/nPjuZjMKHXt2EP39VI4DohYncJHJzczE5OYmioqKwnPD3v6wOlTnJ+On8HlQBJ/7ijQNIUl+95Mn8l3T/kbI8s7Qy/PA9g/jG2A48fgYvb85Hc9HVzpMUyuPjY9y5cwfl5eVBm5CxKk4JY4U/W78OPx4i8Sd+89dl/wBcagy2trZwdnaGsbGxp8VlkeC+ExYREPl/WVlZ2J8fHBxgfn4elZWVkjdAIoFlWRwdHeHo6AhdXV1BYpNYQTZFDw8PMTc3h6qqqridHEkHwN+kFTMOekljHl7SmMetsbtwdY/D4XDAZDIhMzMTAwMDot7bSE6JP5614P3/OQ2Hn0FHSQb+sTs9+gsEkJemwfd+ZxA0wwZthJLPPtLNi2VZOBwOBAIBaLXaoPelSp+MKn3wU5xCoQDDMAgEAmAYJuxrIWrA4+NjjI6OorKyMuhzlPp5ht4k2traghoYiqLw+q5ivKQmDSsrK0jTRX6aIk+o6+vrQYHXochP0+Ldj9SIOkcy1gi1+o3HmIvY3B4cHGBkZATV1dVxUzuBe5+PxWKB2WzG6upqkDFZPAgEArhx4wZOTk4wMjIi6hp+TnfozzRycnJwcHBwpaD7fD7Mzs4iEAhwLBO73X4t8VNutxtmsxlqtRopKSnXUswJSITVdXTlpBs+OjrCwsKCaGpYKEK/cHwlrVSanZBdwuj8Jt751Tn47jbvk9s2/MYXx/Ct/9Mvem1SzAkTyOPxRGQYMQwDl8sFnU6H1NRU0Y/fMpkMSqWSc7MUQjjHxVg9R0JDL0I7YUDYgjccKIpCZWUlcnNzYTKZJDNrwoFY/R4dHWF0dBTl5eXQaDRxN1GkW5+ZmYHb7YbH47mWbl2r1aKgoIAzJmttbY3ZrpqA3MDIOfNdFkOv53jEZPellwtwWdCPjo6C/o2wTHJzc4NYJvE6LpLgY9J1tbW1xS21JiBm+wqFAt3d3dcyYpHJZJiamsL29jZ6e3tjKuahIIwTl8sVUyZr6MjF7/djcnISj89uQ8aLgQswLEw7NgRoae8v8X3PyMgQdFpkGAZOpxNJSUnY3NyE3++XXMgoioLb7cbMzAyysrIEsyEJL7qkpATDw8NxOwSSufX5+TlGR0eDNtFjiVMjgdcKhYJj1sRqQ0BArH5tNhsWFhaupatWKpVobGyETqeTrAYVgt/vh1qtRn19fZC3ynVd04RlU1lZidHR0bAsm1jf5/u2Q+dTFz0eD2ZmZiCTycLOs+Mp6C6XC2azGUlJSYIRa7EgVEU6NjZ2LY9+BwcHOD8/R0FBwbWo+wjdb3NzM6K/TTTwRy5HR0eYnZ1FdXU1WpV5kM1OBx2rUshEC4T4atRIHjGBQIDbvCstLUVubq5k7jd5QtnZ2UFrayvS0tKiJrkTBgdhmjQ3N8es4iSdMBHPkMf6WPMxqbuB14RbnZ2dHfdmISlmc3Nz2N3dRWpqKoqLi+P6HgYCASQlJaGtrY1Tg8bjC88XFfG9VUi3LpXKLNRx5+TkBOXEEmFWYoYeBnq9HlarFT/60Y+gUqkEcw2BSw8Nm80maX1SyLa2tuIqZOFAZrx8Fel1dB3kBpGTk4OcnJy4i7nb7YbL5cLFxUXcNzOZTAa/34/p6Wm4XC5utJSbz6Amdx3L+w74aAYKOYU/f1WTqHM/Pz+HyWTi1KjhfodhGHi9Xni9XqjVaqjVashkMo77HY1yyH8vTCYTUlJSgvYN+CMYmUwGuVx+5TyI5wrJ4IwW2RcNoTa6hYWFcRXi1NRU9Pf3Y3FxEXa7HXa7Pe4RRFJSEqqqqnB6ehp3MAe5YfLVoGLn1ELr8W+qoYZcer0e1dXVot/TSKpTQvU8PT3F+Pg4ioqKROfEhl0vpt96HoBlWXz1q1+FyWTCl770pYgsE6kdutPphMlk4gJ2hYKPpW62kqLr9/uvNU0ndDPVbDbHZdDFsix2dnawvr4OtVqNlpaWuM/R5/PBZDKhuro6yLJAKZfhG2/vw/+arTh2eHGjPBMdJZHHOTRNY21tDQcHBxGzV2ma5sylkpOTr3yOFEWhpqaGY5MUFxeHfaohHjdNTU1hC3Foknu4bp2iKBQVFSErKwsmkwn7+/toaGi4spZYEBvdvb09zM7ORmUZRYNMJkNZWRlOT0/DJhlJRSAQgEajQWVlZdwFOFRURG5oUrxb+PD7/WGvPXJjW11dhcFgQEtLi6j3VYwxFyEQLC8vY2RkBN3d3TE1SPddQWcYBp/73OfwiU98AlVVVfja174W9XfEFnQiM9/Z2UFLS0tEmqNUC91wXXm8EIpbi8egi5hfkWzT4eHhuDZxyEjk7OwM9fX1KC4uvnKMSiHD6zrDB0mEgmEYDA8Pc/PacF0UwzDw+XzweDxQqVTQaDQRuy1y4w4NeeaHTIejPvJBohEZhgkq6qHvm1arxc2bN7G5uYmhoaG4ffDz8/Ph9/uxurqKycnJuEY6NE1Do9Ggo6MDS0tL3JNLLLoNfrNDCjChIkrt1sPJ/kO9WyorK0WPdiI5LcpkMtTU1HDdelZWVlT7XLG+MCRQxG63x/y0+4xuioq00NVQFPVpiqL+6Nd//dexvLws6W+85S1vwdLSEr797W+LLlpiQi4cDgeMRiO8Xi8GBwejctbFWuj6fD5MTk5ia2sLvb29gh2K1LELER6Fi1uL1UKXiHDKy8vR1tYGpVJ5JVdUCmw2GwwGAzQaDQoLC+Pi6pP5tcvlQkNDA+rq6gSLudPphNfrRVJSEnQ6nahHZxLyXFVVhdu3b2N+fp4Lre7s7BR1wVIUBblcDpVKxVEchSTn5eXlnE3t4uJiXBtycrkcRUVF0Ov1MBgMV8gCYkGKsEwmQ319PRobGzExMRFWLBUNoV01oSKSWD4pMXqRVKJ6vR4DAwM4OzvD6Ogo3G531PXEFOCUlJQgO4azs7OI60lhMcXzZP5sdOjRLHTfA2CbZdmPzszM/NVb3/pWDA0NiV78s5/9LFJTU+HxeCQZdAl5pbAsi9XVVUn2udHWJCCOizU1NSgoKIjYPRAuerQvGt8OQIjiKLVDJ9YFcrn8SidKRktSOgqGYbCysoLDw0NuJBLN7yQS+PPrtLQ0QYm11+uF2+2GUqlEUlJSTHPlzMxMZGZmYmdnB+np6THNuvndus/nE+zWk5KSkJSUBLlcHvOGHHAv2JmMdMgGbENDg+TPjd+JkiQjsqnX3t4u2steSFjEpyKSbj1aMYx2XZCNWEKbrKioiNitiw2jCLXPFRJkPVM+LsAzXNBFWui+AsAHAKC5uRlmsxkXFxeiv8jkOLVazcnvo705Qj+/uLiA2WxGTk6OJPtcIHJB53PhxXq7iEktIuyQyspKtLS0CL6ucB26N0DjH55Yw8TWGar1yfjdl9QgRaMMclsMF4DND4oOxX9P7uLbJivSdEr8zsPVqMxJ5t7T3NzcoJEIFSY+LhSrh3b8r3kPCjmF13YUoSBNg93dXaytrXGWpcRmgA/CK6dpGjqdLuzFZbG58aPZfVAU8IrmfOhTr3ZJNpsNJpMJpaWlaGlp4dKKhJSrAZrB92b2cGT3or0kI8h2gHTrFEVxYqRQ2wGWZSGXy1FdXc2pOAsLC1FRUQG3n4blzA19qgZp2sjFh083JMZc29vb3ByY/7TJsiwO7V5QAHJS1MEe8GEk8YQHf3p6esW/hWFY/GB2HztnLjQVpGGgOjtoLaGbCZn/7+/vi7LQDU0rEgIZw/GdFsM1PFLTwYh97sbGBoaGhq68pz6fT1Joy/OO5RLFQlcPgDOoSE1NxeHhoeTOJJY7HCn+fDMpQj+TCqG5PL8rl8L/juSJLjVUOdQbhmVZ/OaXJjC6cQKPn8GdjRMYVo/wF4PJUFCIaF0gNHL5V8MGPvajJbj9NCgKeGzhEJ99TTGYiyO0tbVdeU+jSf9NOza86Z9vwxugQVEU/umpNfz1Q2koStdwj77A1dGUz+eD2+2GXC5HSkpK2Jvy6qEdr/nMMHx31/7ET5bx3XcNoiTr8iLkP1F0dXVxM+OCggJkZmYGbWKSIkUzLN78+VFM757DTzOQyyh88BUNePRm6ZXXTZgwfOsA8rmQ73FaWhr6+/uxtLSEz3/nFj4xcTk6CDAs/uLVjfiFGyWC710obZFvzDU1NcV1ln4G+LUvjGFy6wwsgO6yTPzLr3RBc9cPJtImP9nUI/sMra2teO83FzC0cgRfgIFSLsPbH6jAe37mUmEqRvrPN+WKZKEbi9MiX+QUKsSSsh4BRVGoqKjgKJ4pKSmc2ZnP55O0Kf28ExZFstAFcAiAoyVcXFzEHD6s0+ngcDhEHUvGECS+jJhJxVLMgasdOjG+2tnZQV9fn2Qxj5CFbiyhyqEjl4MLL26vn3C2qD6axc6JE6dIQVdXV8THRSGF52efuuebzrKAyxvADxfPBN/TaAX9Iz9YgNtPg2Evi6XTS+NHOxTa29uDuilS0Mms3OVyQaPRIDk5WfAJ66+/vwinLwAfzcIbYODwBvDxn1w+ODocDgwPDwO4vLGFbgBqNBr09PQgJSUlaJb61PIhpnfP4fLR8NMsPH4Gf/6/82CY8DNzhULBfS7kyTL0wpbL5aisqcUnJtxw+mg4fTS8AQb/9ztz2D4RtqsV4qHrdDr09fVBo9HAYDDgL78zjcmtM3gDDHwBBuObp/jkT5eD1olUhIl/S3V1Nb724xE8tXQAl49GgGHh9tP4zJOrsHsuv8Nix3ShFrrh4unEeqHzQTjgNpsNt2/fvjJbj7WgJiUlobe3l/s+HB8fS/JCj5ee/Ix26GIsdAF8D0AvgKGZmZmY54bA5Yd2eHgoijOrVCqxsLAAm812LfFlfAtdYnwVq8SerMfv0Pkxc1LdFkNHLrSA70hmVvaVfw93XLiCHlq4WABZWdmCBSFaQb9wB9/MWABeNrzRFGGwyGQypKSkRO0ET5w+8N8C5q7NLhFMRbMxIJuYpOPV6/U4dVx9xA4wDHw0A41M+D3gd+vhOrXDCy9C7wkKGYXVIzv3RBGKSNJ/IvXX6/X4i88Yg/zTPQEGE1v3NvvE0nCzs7NRWtMA2cRU0L/LZRQuPAGkaJSSzblItx4uTDoW61zg8gYUrluPFxRFoaysjOvWLy4uUF1dLen3ny8duhgL3b8DUEpR1J98/OMfx+c///mY/xgp6NFgs9lwenoKlmVjDrUIBfEwn5iYgMViiakr54PfoRMZe2pqakzeLqEdekGaBnV6HRR3vw0KGYXMZBXaitOjriVU0N/UVQA173rVquR4VZvw649W0B+uToeK923VKuV4VVuwsRbDMGAYBna7HWq1mttQjIaXNuZyNrOXa8tQq3NzgimxG+FELg8AOF4Hw7tLyGVAXV4qN74QAr9bJw0Bv2vLSbk6cvD5aWgCwmHNYpSiKSkpaK/M474DwKV3Ot+ETIqtbFtJJqigMQ+QlaRG3t29iVgM8YTCpGPp0Pkg3fr5+TlGRkauxZIAuLdfQVEUxsfHRdWi51WHLtJC1w3gt+/+51/E8/eiFXSaprG0tITT01Pk5+cjNzf3WnyQgUuVotVqRVtbm6CjnxQQGuTMzAzsdntEGXs08Dt0Mn9/b4cKP9wvxIzVjip9Mj74yoaoxYesxS/ELMtid3cXnZpDqAZL8NPVc6RplXjfS2uvOBTyIVTQaZrGwsICbqY74O8vxTcm9yCXUfjthyrxc6333lci3S8oKMDS0pKkzMy3P1CJE6cPXx3dBlgWDxfL8PaHG2IyVyOqQr1ej33HBD4/F4Ddy6C5KA3/9OZO0escHh5iYWHhcrbN461rlHJ88o1teM/XTFDIKfgCDN71ogqovWeYmJhAS0vLleImVvr/Ry9vwJ3NMxzbvaBpGllJCvzBy+q4n9M0LbpwZiWr8ZW39uCdX53Cod2DohQ5fu+mDgG/D/K7nXWsXWh+fj7Xre/t7XFMoXhAbBP29vYwOTmJzc3NuBSbBBRFQalUoqenB9PT07BarWhsbIyqWYj5713X3ehpQlwn94lPfALJycl429veduVnp6enmJmZ4byk19fXoVKpwgpbpID4bNM0DZqm0dfXF9d6BIuLi9ja2kJNTY2ozMZIcDgcWFxcRFlZGWZnZ8NuDInF0tISUlJSUFBQAK/XC7PZzKXCS+marFYr7HY7amtruX8jQdJCCk0gvHTf5/NhamqK25gS0wn6/X7ORrilpSUuTjwBTdPcWKytrU0Uv5jvCNnW1ga1Ws19l/jWAYcXHqweOVCUruNGLUSxGnozm5+fR3Z2tqgbnMdPY2rbBrAMdO5DOC5snMfIysoKdDpdzE+ahBBQW1uL5eVlPPTQQzGtw4fVasXExAS6urrCsrCkwm63Y2FhAVqtFg6HQzBzVAqefPJJPPTQQ0Ge/g0N4RsGmqbBMEy0a0fwQr3vlKJ85OTkYGtrK+jf+FFzXV1dHN0pXsdFIDi6Ta/XY2RkJK71gHsd6tHREfLz81FeXh73msBldqrP54ur0wfujVzIaxf6okYD35yLsEqOjo4ixgHypftJSUncRaDRaHDz5k1sbGzAYDCEZdXwcXx8jNnZWU56fl2Qy+Vobm7mpO2R/NeBe7TIsrKyINppOOsAfarmCrWysLCQ45nzWTdSzLk0Sjl6K4kvUQ5OT08xNjaGsrIyzo8mVpA5OPHriYWfHYqCggIsLi5id3eXm63HsyZxWuSHc0SK0osGPmWU2DtkZ2dz0XRNTU1XzjeeZu2+tc8FLlVifFUcmT0TI38+dzWegh4aqFxQUBCXgpLg9PSUi8bj+5vEuyZxbuzt7Y27+yAKTavViv7+/pg94MnIhUTWURQVMQ7Q4/HAbrdDLpcjOTn5SkdDaGTt7e1cWEHo0yhN05ibm8Py8jJ6enqutZjzodfr0d/fD6vVisnJyStsJZZlsby8jJmZGXR1dYV9AiOzdblcDr/fD5qmw85bSexZWloaFykXq9sicI+OaLfbsbu7G7cVAZmDK5VKGI1G7O/vx7UecPnduXHjBvLy8uJek89BJ+EcdrtdVPC10HqhBZsfTWc0GoOsk59XM/RnGsQT3ev1YmlpCU6nU7AjjbWgCwlv4im+fMvXGzduICkpCefn51GVp2LX7OrqwuTkZNw3iIODA6yvr0Ov16O9vT2utSiKwunpKY6OwvPUCQgdkWGYoK5cCCSDkwQBk+g3vhNjQ0PDtUaOhQNxVNzd3YXRaOSEUC6XC1NTU8jMzBT0niEgYiTiTBlOjESOKy0tRXZ2NkwmE3w+X1w3K0JHdLvdWFq6pHPGk5jFMAzUajV6eno41WpTU1NcG5vA5RNKdnY2zGYz161LXTO0AJPXTgJESktLJY08I1EWCwoKkJWVhZmZGVgsFjQ3N4d145SC+7pDz83NxcnJCdra2iCXy3Hz5k3BjlSMnwsfXq8XY2NjXFd+HfM74F5XrtVqg54iIgmLooHvmdLX14eUlJS4OgG/3w+z2YzNzU3U1NTEHartcrkwPz+PQCAQkfvv9XpxcXEBiqKQkpIi+mKVyWRobGxETU0Nbt++jfHxcZjNZrS3t19bxJhYFBUVoaenB0tLSxgZGcHo6Cjq6+tRX18vKVVIqVSCoqiI3Tp5EpXJZBx9Lh6oVCq0trbi5OQEY2NjMad8EQ66Wq3GjRs3kJOTA4PBIIoFEorQpw+yJvGtOTg4kLSekI8LCRBxOp0YGRnhRn1i1os0AlKr1ejq6rrC3IkV922HfnFxgT/90z/F7Owsnnjiiag8UCkdejQ5PIEUC13CuDk7OwtSIxIQLxcpYBgGy8vLOD4+jmgjKwVk3kz8MPb392MuFHwb3rKyMthstrDvFZHuBwIBQem+GGi1WiiVSs5K4roCtqWCGHS53W6u65YKvh+MkHUAOS4pKQmFhYUwmUzIz89HVVVVTDcxmqahVqvR1taGg4MDDA8PR90XCAc+B51vG0y69cbGRtGslXAcdP6smnTrYp8AhKxzgXve5eSGJqZbF7tPkJ+fj6ysLOzs7Dz/OnSKoirvOi2+j6Kov6Mo6v+GOeZXb968iYceeggPPfQQvvzlL4te/7HHHsMDDzyAgYEBZGVloaqqKurviCmYUrtyYqEbDWdnZzAYDFCr1YJzYyGlqBCI4lUul6O/v/9aMhFnZ2exvLyM7u5ujhUT616B1+vFnTt3cHZ2qR5dPqfwX3MX+F+zNUiU5Pf7YbdfOkGkpqbGVMxJRODY2BgaGhrw4he/mJtfnpycSF4vHhwdHcFoNKKwsBAPPPAAOjs7YTabsbKyEtNTExEjkW49HPWTYRhu9ETTNIaHh0V3mKHrkEJMvHgIy0TKuDKctJ5wttPT0zmFZaxrEZBZtZQnADE+LvxuPdp7KcVpkbDs4inoz1aHngngayzLfhsAKIqapyjqeyzLTvAP+trXvnYl5FkMtFotfvCDHyA/Px+f/OQn4zLoAi4LgtVqxfLycsTko1AQ7rjQHZ/Pg4/E5gCCWSCRQBgiBwcH16J4BS5vOGazGSUlJWhsbAx6r4Sk/5EQyoj51GMr+OyTq/AFGHxraRr/Y7Lgn9/cAY/Hw3VMsVqKer1emEwmaDSaoDCSoqIiZGZmYmpqChkZGYJ2u9cFwlay2+1BYjCScET8xdvb20UZTfER2q2HJiMRpahMJkNdXR3Ozs445ooU9kaosCg0aUksw0lI9k9m/8SIbG9vj/NDEUI0UVG4bj0SpTaSFzof/KShsbExlJSUhKXW+nw+SSPJeDdFny0vlzFSzHnnceU29+lPfxp/+7d/iw996EM4PT0VvX5fXx/XPSclJXEdnshzC/pvj8eDsbExHBwcoL+/X3QxByI7LpK5tkqlCusREgsIQwS4DFyIVMzFuBsyDIOFhQXMzc2hq6sLFRUVV76wUjp0EvzMZ8Q4vQH8/eMrcPsZ0Czg8tEYWTuBYdEKhmGQkpISczEnbn2lpaVobW29UhiIl4lKpYLRaJT0PZGCi4sLGAwGLrwidNRD/MUbGhowNjaGra2tuLp1AEHdeuicmdje2u120R7hgLC6s7CwEL29vdjc3ITZbI76JBlN9k/eJ+KHEunaFyv7J916VlZWxG5dbBgFQWZmJgYHB+F2u8N261KomdehCXrWZ+gURf08gB+xLLsY8qOn/uAP/gA5OTn4/ve/jze84Q147LHHJK+v1+txcHAgymSLbDwqlcogEYCUrjx0vdAvN8MwWFpawsnJybXNtVmWxdraGiwWC1pbW0U5uxH5v1BXenFxwc1c+/v7gwr57pkLVpsHFTlJUIks6CQGr7q6Oohx4fAGIKMo8DVkMgpwBaiYPctJUpPP50N9WxdWjj04DNjQXJgWdsZcVVWFnJwcTE5OoqSkJOpcdN56geG1Y6RqlXhVa4GgopYkXFksFrS3t0d9WiIUwbm5Oezv73PCIimgKArWcx/e9R+TWDtyoDRTh1+pZdEV8j4S9gbxMRHDwSfflwuPH8kqBWS8oG5SMHd2doJYPELrRCvCxA8lJycHJpNJ0GtciuyfoigUFxdz3TrxhOf/vlTrXCDYQji0W5fKtY/HxwV4lgs6RVEvAvAiXIZaBIFl2Q3y/1/84hfjVa96VUz+D9nZ2Tg8PERNTU3UYwnThaZpTE9PQ6FQRI0Wi7Yef7ZIqHIFBQVXiqQYECdB/u85HA6YTCZkZWVd8WxnWRaffWoNX7m9BYVMhvc8XI3X3o1yI/L/0NdGAj329vbCjmz+6ak1/L+fLEOlkCFAs/jYa+uRG6HTJyZi/OBnPnKS1chN1WD3zMWZTrEs0FWRE1MxPzk5wczMDCoqKnAuS8XP/N2lU2KAZvFATQ4++2hHUCEiIDFz8/PzGB0dFVR2/nT+AO/8j0nQDAuFTIbP3VrH/75r4EpRd7vdmJqa4mxvo31vXb4Avje9B5ePxkB1JfKYy/lstI33UHgDNN7wT8M4sl+aeM3v2fEXJ8BLBwNIC/M9Jh7hMzMz2N/fj6iS3T4P4H1/8yROnD6oFDJ86o3teKTh3oiFoiiUlJRwJmX7+/thlbqhHbrHT+NvfriI0fUTFGfq8GevakR+2uX3hDB11tfXOf92vrdOLFa3ZF5Pbj78UO5Y1iMg3ToJ/GhtbX3hdOgURb0CwCCAdwPIpyiqFJdhFwGWZS8oivpr8ji1srKCsrKymNgApEMXA6VSid3dXe7OHatIhr8eefRdXl7G0dFRXF052RhVqVScoGd7e1vQDfDzhg38/WOrnI3tH//PLFK1SjzSkBs2tYjcHIigIrSgrh468ImfLsMbYDhXvvd9ax7/9LL0sOd7enqK6elplJWVRRBGsfi3X27DO//DjJUjJ9LVMnzm0Y6wJlSRwDAMl01KtAYPfuwJ2D33NrqHVo7wvZm9IA8YPkKVneGezD7w3zOczbCfprF75sK3Ji34pZ57Ln3RQqND4fAG8IpPDeHowguaZSGjKPzrr95AX18fp/oUy9LYOHbC4Q3cuzkCoFkZFvfs6CxThuU58wOlhWbhNMPio2NuXNztTwI+Gu/6jyn85HcfQFFGMBVYq9VyI5hwRTi0Q/+tL09gZP0E3gCDpX07JrdtePz3HkSK5p7HfWVlJXJzc7nmpba2luPjx1KA+Tcf/myd/CxW8Lv18fFxySOceCm0z1bARSeArwMYB/AEgCQAnwHw8wBOAXwEwP473vEOlJeXY2ZmBl/5yldi+ltEXBQNJLJOp9PF1ZXzoVQqcXp6CoPBgLy8vKjCETHrBQIBBAIBLphgcHBQ8Eb3XxO7XDEHALefxjcnd/FIQ26QQRe5OZDwayF3we1TJ5RyGVfQCE5dwewgMlY6PT3lhFHhQNM0XC4XsrUyfOedlyEVl2HZczhMhWhzLTIeKigoQF9fH3dR7J97go7z+Glsn0ZX++n1eqSlpcFsNuPg4CCIRse/QQCAL8DgzHVZ5fh+MJFCQULx1dEt7J174ONZ1/7xf8/g8d9/CDdu3ODESM3NzcjKyoqwEpCsViBAhyQ2AchM0YJlWW6kEK5wENMrsiHZ1NTEve4juxfuEBKYXEZhYc9+paADwZbCoUWY/2R44fHDsHqMwN07EM0Cbh+N2+un+JmG4JsKcbNcXV2FwWBAa2srR2WNFaEJTvEqYQlIt/6Tn/yEC/yItk/2vO3Q77JZIr46lmX/DsAn4/1ber0eq6urkf4Odnd3sbq6iuzsbGRmZl5LMWcYBvv7+zg4OEBfX9+1sE3kcjm2t7exv78v6uJOUoXycy8veODeDN3lcsFkMnEjh0hPQZU5yfDTwcVcJqOQprr3ReTP3vnFNRQejwcej+dKvmdubi7S0tJgMplwcHCAhoYGwXMiM+rd3d2wM+pqfTLm9y64blWtkKOhQNznQAQq5EInT0F9lVmXKTx3i6ZSIUNfZRY36onFD+bI7gsq5gBgc13uvZC5b1ZWlihGTo5OjpsFSoxafPDQLHQqOV5Uq+ecLqPlmKrVam4WbjAYuO9Zuk55xSmPZljkpkZ+kgotwm1tbaBpmhu9ycJ8P1iwkAv0PRRFobq6mvMaJ3sg8YCvrH3yyScxPT0tOW81HORyOTQaDRoaGjAxMcEZAUbqwuPt0O9rpSgQuUP3eDy4c+cOTk5OMDAwgOzs7LgNuoB7rAa5XI7s7OxrKeZutxsnJyecR3e0Yg4A73tZLTTKu5mdAHRKOd7+YCWAS0aE1WrFnTt3UFtbi8bGxqgjrdKsJPzpzzVCrZAhWS1HkkqOz72lCxTLcLN3k8mEtrY2VFdXC7ojOhwOeL1eLgQ5tDiRFCCdTgeDwRBWuORyuTAyMgKPxyPI6PnsmzuRn6aBVimHUk7hV/vK8KJa8elX5EK/ceMG5ubmsLS0hI//Qgv6qrKhlFNI0yrx1z/fBLXjMsCku7s7Jon9AzXZQX7sKoUsKH8TCGbkCL0nROzzN69twkd/oQ3vfFEV/vLnm/D3b2rnNtvkcjkXohEIBMJ2hWQc0d3djaWlJczNzUEpA95Sr4JGKUOSSg6tSo6fby9ES1G6qPexuroabW1tMJlMODw85D7zZLUCr2jJ516/Uk4hM0mF3orI4Sqpqano7+8PooPGC4VCgfT0dKSmpsJgMMStUSDsIsIq8nq9MBqNgilq19Gh39f2uQAwPT2Nv/qrv8LXvva1e4vyunK+1ejh4SGOjo64WZpU8LNI29raoFQqYTabcfPmzZjPn6+mTElJQVFRkaTZ/szuOf57ahdKuQxv6i5BWXYSPB4PjEYjtFoturu7JXciZ04fDuweFGfokKRW4PHHH4darUZmZib3WB0OPp8PLpcLCoUCOp1O1Pjp4uICU1NTnIUuAC4YWsxTSoBmYLV5kKpVIF0Xuwsf3wGScMXtdjumpqbiUl8SfGVkE3/9w0V4/QxeVKfHJ3+xDUnq8J8Lf8RUWVkJhmG4TFmxzBiWZTmrVn6OabjjyDguEAiguKkb89YLFGZocaMsM+zvRALDMBgaGgLDMLhx4waSk5MRoBl8bmgDt9dPUJalw3t/pkb0ZzU5OYm8vDysrq5y70esnwOxle7q6uKeXPnZoFLh8XhgMpmCrv+zszNMT0+jsLDwyrn6/X5OQxAFgi/wvi/oBwcHePTRR/HTn/4UwGWnOz09DbVafUVgYLPZsLGxEZPRFEmz1+v1qK6u5maFIyMjGBwcjOncPR4PzGYzd66bm5vQarVxGS2RDbuMjAxkZmbGFblFFJgzMzPo7+8PSjrngy/d12q1kql4xFfcbrdDJpNBrVZfi5lTLDg9PYXZbEZaWhrsdrtomuh1g4jSjo6OwDAMSktLBT3jI4GIkYg4Sej3Ly4ucOvWLVRXV3Pf71gxNTWF7OxsrK+vR/S6F4PR0VE0NzdDo9FwdOC2traYdB2np6fY2dlBa2srgMvv9+bmJra2tkQ1D6G4uLjA6uoqOjo6gv6dLyhsbW3lSBLXUdCfdR76042srCwuXm5nZwdra2uCaTaxOC4yDIO1tTXs7e2htbU1iO8eqyyez4Hnn2s8Bl0keEMmk2FgYABWqzWuDSDSfeh0OiQnJwsWc7/fD5fLBZlMhtTU1JgKgVwuv0wA2t8Hy7JobW19Voo5cDn60Gg0sNlsSEpKitt+OFaQGxv5DGOd94bmmJLZeih0Oh333R4eHo65aAKXBY2MIRYXFzEyMoK2traY3kuywUrEWWdnZ6Ln1aEI5aCTjV2iXE1LSxMdmAIIi4rkcjkaGhpwdnaGyclJrlsXo2iPhvt+hi6Xy6FQKPDAAw9gfHwcAwMDguwJqQWdKDNpmg7rEhjLh0O81Q8PD6+caywGXcClYpL4h3R0dECpVIalLYqFxWLB7du3UVFRERTEwAfpyp1OJ9RqNVJSUmIq5oFAgHN2HBwcxIMPPoiNjQ3MzMzE7TcvFfv7+xgZGUFFRQVe/OIXo6SkBEajMSaXwHjg8Xg4hedDDz2EBx54IC4HRH6OKWFRhfOOl8vlqK2tRVNTEyYmJrC+vh7T3Jfw0AnFr7a2Fnfu3IlJIRtKWyQ3Co/HI9mzRkhUxM9PGBoaEq1aj8ZBJ+fq9/u52frzkrb4TIFlWXzxi1/EysoK/vmf/xmvfW24ONN7EFvkyAag1Wq91kfuaC6OUg26/H4/Zmdn4ff70dfXFzTq4NMWxYJ0+RRFob+/X7BLJvmewKVXSSz6AeAejz00Iq+np4dLIxKjwIwX/Fg4/vuYn5+PjIwMUYyc6wKJceM/ucnlcrS3t2Nvbw/Dw8NxpUaRp8DQbp0v6ktPTw/rMS8WoTx0YnZFFLKtra2S7B7C2VHwlZtiPWsi+biEdutCylU+Inmh88+1vr4eNpsNJycnogPJhfBsCosqAXwYwCSAIgAnLMt+iH+Mx+PB7//+76OwsBArKyv4wz/8Q1GKT+Cyi3z729+O4uJizmHvOmC322E2m8MqM8NBjIUuCX9mWTYif1nKyOXo6CgoVi30yyy1QyfS/XB2qUTByrLslXzPWLpyvu1vOB47SSPKzs4O2jB9OnzNiTGZUO4qYeQQEU20uLtYQdKV3G73lZszAZ9Hvr+/L8mGloB4rRMWDJnp8p0WgctC1NTUhOPjY4yOjqKyslJ06EU4LxeFQoHW1lZO1FVTUxNzdikBsVJYWFjA7du30dbWFvHG4/P5oor+SLe+sbGBoaEhtLS0CI4bxaxHkJaWdi12zs9mhx7VcfGTn/wkSkpK8P73vx8zMzN461vfiqGhIVGLn5yc4L3vfS8efvhhvP71r8fh4aHoTY1ws6xY/FKAexa6QgWdH5wbzVdaTIdOpPZOpzOs1J5AbIfO7057e3vDdk5yuRw+n4973E9OTo55pmu322EymTh71kgFgljCRpPrxwLCajk8PAzrT88H6d7IDSZetkUoiGVESUlJ1ChCwiMn/PlIBScSQnNMyYZdKLKzs9Hf34+5uTluHynapjdxfwwHvV6PjIwMzMzMYG9vL+7AbuJZQ248xMc/3Hso1seFNBR6vR5msxkZGRmora29co1Lsc4l6z5vZ+hiHBe/973vobe3FwDQ3NwsKXWlpaUFDz/8MIBLLrrYOWe4ObrD4YDRaITP58PAwICkEQux0A2F3+/H1NQUtre30dfXJyokIFqHTlSpqampEYs5IK5DJxmsGRkZ6O7uDlssiaPf+fk5FApFzMWciIQmJyfR3NyMmpoaUV9uItcvLy/HyMiI5ISacCA+1+SJSezmH7HC9fl8GBkZEe1iKATSRJjNZnR0dIh+CuHz5xcWFrCwsBDVWVNoHZJjSja2w824lUol2traUFJSguHh4aCMzFhArAgKCwsjZoTyA5ijgdx4zs7OcOfOHXg8nivHSDXmSk5O5p6WDAYDzs7Ogn7+TPu4ADF26NTlu8hZ5LFxno2Q4+Lh4WHQI0tqaioODw8lz0xjKehqtTpIiRhJEh8J4RwX+c6DhYWFor+UQh06P+0oktQ+dC2hmwM/f1QogxW4l++ZnZ2NxcVFdHZ2BnVelxLuE9AMi56KTM6bIxRut5vj/EZTqwohNzcX6enp3DxbjFAqFHzOf6ydrUwmQ0NDA05OTjA6Osp9xlLh8XgwNTWFlJQUUeZe4UDGA0Sl2d7eLtlHiKIoWK1WjvdPzKvCfWfz8vKQkZGB6elp7O3txZTpyQcZIQnljkpxWgQur0X+WCf0+hPrhc5HqM8M0WKQp1apTovxQnJBpygqiWVZJ3gccYqi9ACOYinskRwX9Xp9kALs4uJCtL9H6DpSC7rD4YDZbOY2gGLd7OIXdDK+cLvdUTvocAhXhPlhx5Gk9qEQGrmIXc/r9cLtdkOpVKKmpga5ubkYGxtDZWUliouLceb04VWfMeDU6btUqaoU+M47B5CXFtzlSzWyigQybiDzbCkbpj6fD2azGQqFIuKGr1hkZWWhv78f09PTnIuh2DXDbXzGCqLS1Ov1mJyclETnI9405EmFPNVFsw7gh17wnQxjAbFgIH42/PViNebij3UIsUGtVsdknUtALA7W1tY4qwgpxlzPZof+doqiqgCkA7gAYAbwWwDeSVGUQUpRj+a4+IpXvIIT5szMzKC1tTUmRoNer8fCwoKoY1UqFba3t3F+fh5zlxa6ns/n47I4y8vLBal+0UAeeTeOnXj3Xb/rfB3w6Ue7UFks7aIJHbkEAjRuTy/i4uwYg93CjpCEjkjTdFC+Z0ZGBlfADg8P8a0tBfZtHvjvGqm4/TQ+9N15/MOjlyILPmNGqhmawxvA6PoJZDIKN8uzoFXdu9mSeTbxPhFTwA4PDzFunsWJMhcpaeko8TLIugaau1KpRGdnJ1eMInmEA8JsmusA8eoRy0whm8HkBk1ACnm0HFOSE0o2aAkDSMqYhL8e8TEnxmE1tXWSO3Q+yFiHhKDU1tbGfIPgn2dVVRXnMyNl5HYdHHRAQkGnKIq6W6yJ05UNQACACpfjl88BMFEU9Ud8L/MI60V1XHz3u9+N3//938eHP/xhrK6u4vOf/7z4V8ZDTk4OnnrqqajHOZ1OWCwW6HS6iC6GUkAMteRyecTxhVh4Ayxe/1kjTp1+sADW/cCvfWUaT77vIagV4s9XJpNxc9WdwzP80udu48DFggXwmtN1/M3rWq74hhORkFwuD8srJwVsZ2cHpsdnuWIOADQDbJ9cbpFEYsxEw/65B6/+jAFOLw0WLDKTVPjObw8gIyn40ZZsmC4sLAhumBIFqvXkAh8aY3Dh2QGwA6Vchv/57X6UZ0uLghMCKW5TU1M4PDwMa65FnoxKS0uj3vDP3X58b3oP3gCNF9fpUZol7jxDmSl8IzE/zeC701YcXHiRK3cimz0XHN+FipGErANOPCw+dMePpf1tpKi28bevbcRDDYUxF02tVou8qmb88r+MYOerO0hRy/D7fVmQruu+h7y8PGRmZmJmZgYulyumsUsoyJjsxz/+MYaGhp425lM4iH5nWZZlKYpKYVn2O+TfKIpKZ1nWRlHUKwH8LYDXAegEELWgi3Fc1Gq1+MxnPiP2FAURbeTCl/gS6tV1FPPT01OsrKwgJSUFPT09cd+BWZbFxqkXLi/NzbsY9tKCdPPYhdo8afNR4tPxe/+9hD0ny1mYfnd6DzfKMvELNy47M4Zh4Ha74ff7RUn3i4uL8XDLBVae2oTv7l6cRiHDjbLLx1yn0ynImImGv/jePI4dXhDTR1/Ag4//eAkf/vnmK8eSAhbO35wU0OLiYgyvUzhxnHM3IBlF48++M4cv/nq35PMTAvEIJ4/kZJ7NTzUS45V/4vDi5Z8awrnbD4YFPvajJXz1bTfRVpwu+lzIBiEJtWhobMKvfHESs5Zz+AIMFDIKf/LKegxG2IshG6bEOiC0W2dZFo/+yyh2Ti+DS869wDu/MYd/fNUZNDHaBrAsizd/fhTWu6bsdi+Dv7x1hBd3OVCcFXuEo0qlQmdnJ37yk5/AaDTGnFDGB8Mw0Gq1aG9vh8lkQk5ODmpqagTZPZGYP1IgdYWbFEW1UxSVTlGUFsDDFEV1A3gTy7IGXI5fxMV1P4PQ6/WCKeLEtc/pdGJwcBCZmZlxOy4SzvDCwgIaGhqQlJQUdzEnzAu1nAVLBX9sAZpFklraDcjtdnNKTqtHwRVz4HI8MrF9uWPv9/tht9u5fE+xY4DfeaQeP9OYBzkFyCmgvSgZfcnHSE5ORk9PT8z0wq0TJ/gOvn6axeZJZI9zvV6Pvr4+bG1twWw2Y3l5GWazGe3t7aioqICVNxoCLm+Se7b4GCrhQB7JW1tbMTk5iaWlJdy+fRsejwf9/f2iNiw/N7SOE4cPHj8DX4CBy0fjT789K/lcyMihoKAA//SdIczs2rhcVy/N4i++uwiGiT49Jd06RVFBOaYnTh/2bB7wl1AqFFg58cNms4lmq/Fx4vThyOEDf6grp4Bv/HQU5+fnktfjg2EYqFQq9PX1YXt7G1NTU5JEfKEgxArSrctkMhgMhojneR0jF1EFnaK4ClKGy666DcBNAB4AvSzLuu+OZL7AsuyTcZ/VNSMjIwM2my3o30hXTuxjm5qaIJfLY/Jz4YOEP2s0GvT19SElJSWu9ch5jo2Nob6+HtW5KXiwOpubG2uVcryyJT9syIDQejs7OxgdHeVMrkqyksCfrmgUMlRk64Kk+0lJSZKeWhRyGT7zaCcmP/gIvvDqXDxadI6q8tgMpPjoKc+CRnHva6tVytBTHn2fQ61Wc3zk9fV1NDc3c/sxg9XB9rWaMPa114m0tDRUVVVhfX0dPp8PlZWVot/bI7s36OYLXBa6WJGbmwtGqQMbsmaAYeCjxVEdw1kHJKvkYEO89RiWRWVRLjIzMzE1NYW1tTVJm4EpGsWV41lQuNFci+npaSwtLcVEzwTuURbJJmxOTk7EMOlo4DNcZDIZampq0NbWJnie17UpKrZDJ39tHcDDAB4C8CCAl+FyE/M5DblczikZgXtdud1uv+ItHmtBZxgGCwsLmJ2dRWdnJycsCUdbFAu3243R0VHuPDMzM6FSqfDx1zXgw69uwjserMRHXteMv31Dq6j1iE/M8fExx+RgWRYffV0LMnQqJKsV0KnkqM9Pweuasy8vzORkaDSamB4HHQ4HZibHoM9IwcMPP4zDw0NMT0/H5cHyvpfW4mZFFhQyCgoZhRfX5+IdD1VG/T2LxYLR0VG0trZy4wZSUN7SW4pfuFEEuYyCnKLwUK0ef/CzdTGfYyQQbxqLxYKHH34Y9fX1GBkZEc3dfqQ+N/jmo5Th4brYmDDEi6i7IgsyvgpUBjTkpwqGXwuBdOssy0IGBu9/aS20SjlUchl0Kjl6K7PQWpDEpYJ5vV4MDw9zNhHRoFbI8X9f2QCNUgatUg6NgkJ/eRoG6wvR398PADAajTF5o/MZLmRTt7e3FxsbGzCbzZKv4XCUReLhTlFUWE/76+jQJdnnUhSVAuCVuBQAzeJS7TnDsqx0RyBxuDZv3/b2doyOjmJ7exu7u7uCjAOapmE0GvHAAw+IXvv8/BxmszmsL3YsFrp8v/ZQOt/k5CQqKyslb7IQKhx/PmgwGHDz5k0oFArYPX5MbZ9BztKoy9FAp9XELN0ntrqbm5tBead8b+14PVjO3X7IKAhy2wn8fj+mp6cBIIg6yA9GaG9vh0ajQYBmwLCXARNPB2w2G0wm0xUbAUKZVCqVQbFvQvinp9bwqcdW4KdZvLw5D3/z+hZJG+Lk89na2uI+B8PKMX7vGyacunwoT5XhQy8tRndLfcyfP8MwoGkaUzvnmLXaUZihxUsa8nB0dIiTkxM0NDQAEPbriYSZ3XNMW2ygL47xkubCoHk3n3YrxW3x7OyMy+cNfS3b29vY2NiIylLiw2KxwOVyobq6OuzPiad9Xl4eKisrEQgEoFKpxJ7vC9cPneCRRx6B3W7Hm9/8ZrzjHe+IeNE8+eSTeOihh6KuSeThBwcHaGtrC1ugWJbFU089JWo94LKL5l/cobQsYo4v1saAb9AVKssm9DWNRsPF0bEsC61WGzMdjG+rKxTjxWd0iDFNihXHx8eYmZlBdXW1oIc8Ydxcx0aYEIji02q1Cop7rkPUJAY+nw8mk4nz2A/3+fBtD9rb22O2yWVZlnNuJHRHq9UKh8MR5MnEp2tKMeYSuhb4Qru2tjZRQrvDw0McHx9zN5pQEPFbcnKyqMCL9fV1yOVylJaWCh7Drx+NjY1S/Navzw/9rko0bnXoMwWWZfGFL3wBU1NT+Mu//Ev81m/91rWsSzxH9Ho9BgYGBDsZKcVqb+8yyixScZFi0EW470LGSYSLzs/31Gq1Me+2E7fIaIKYtLQ0zv9jbGwMbW1tcVPF+GAYBouLizg7O+Oi7IRAAqH5CtN4syT5cLvdmJqa4njgkb4nJSUlHL0xJycn7iCJUJAbXDS6qEwmQ21tLXJzczE+Po7S0lKUlZXFxB8nTBjC8Q7naxRqzCWWzirEQyd+41LcFqOJgLRaLW7evImtrS1RHjmEERYJ/Pf5OqIvgRi8XNi7uJa/DoCiqDyKov6FoqixcD9/8skn0dbWhoceeggPPfQQPvaxj4le+/j4GD/3cz+HsbExvO51r0Ntba3YcxLcXCHWuZOTk2hpaYkYuSYWfr8fExMTsFgs6O/vj9gpijHoomkas7OzWFlZQU9Pj6AZkVwux8XFRcR8T7HnPzk5CavViv7+flHqRnIRFxUVwWg0CrKQpMJut8NgMHCMBTG8f6IwTUtLg9FojJsxQbC3t4fbt2+juroajY2Not5bItcHINnPWwjkBre0tISbN2+K5v6np6djcHAQDocDo6OjYf1PooFQgFUqVRBvPRz0ej36+/uxt7eHiYmJqN/zaEIg4rZ4cXGB27dvRxT6iFGJUhSFsrIyziNnbm5OcD9IjHUuQWpq6rVZcD8X/NAHAHwbl8yZsPjkJz8pemTBh06nw/ve9z48+OCD+PM//3PJ8v/QRz+HwwGTySTaOpcgkoUueeQXaxcarUO32Wwwm80oLi5GY2NjROm+XC7H7u4ul38aC8hTQCxp9wBQUFCAjIwMTE5O4ujoKOYbJH8+H4uQg1yspEOOxzExEAhgdnYWPp8voh2yEEjnptfrMTY2Jmm+HAqXy4XJyUnk5ORIsoYgIOZnUrvnUFAUhfPzc+zs7KClpQU0TYe1DiCccIvFAoPBEPFpj/jKRIJCoUBLSwuOjo4i2vz6/X7RoyVy011fX+e69VCfp2fDxwV4DhR0lmX/i6KohyId8+Uvfxnj4+O4uLjA2972tiApciTodDo8+OCDAGIz6CIFnV8sYjHpCmehK8aWNhwUCkXYToMfYtzZ2Sn45eTne9bV1cFisWBkZAQdHR2SZqVkU/Hi4gI9PT1xeTlrtVr09fVheXkZw8PD6OjokKSoJXP7pKSkuHx3gHsqv8XFRVEe2qEQ2viMBSTRZm5uDgcHB6KsafkgMYbXMZPX6/VIT0/njLekeNMwDMNlaN68eZOLzhOyDgDAzcb51gGhxVtMQSfIyclBf38/Zmdnw9r8SvVxCTXlysrKCmpGpFjnXuv0mtD5ns3/4ZIGOR7mZ+zBwQG7sbHBsizLzs7OsrW1tSxN06xUfOMb32A/+MEPijp2ZmaGPTo6YlmWZZ1OJ2swGNjZ2Vk2EAhI/rssy7Lj4+Ps+fk599/Hx8fsE088wW5ubrIMw0haa39/n52fnw/6t4uLC/bWrVvs0tJSxPfG5/OxNpuNvbi4CDru7OyMfeKJJ9itrS1R52Cz2dgnn3ySXVtbk3z+0XBycsI+8cQT7O7urqjjrVYr+/jjj7MHBwfXeh4sy7KHh4fs448/zlqt1qjHMgzDLi8vs7du3WLtdvu1n8ve3p7o1+n3+9nJyUl2bGyM9fl8134uOzs77OOPP84eHh5GPdblcrEGg4FdXFwM+q4wDMP6/X7W6/VG/M4yDMNubm6yTzzxBHtychL0syeeeCKm8yfvJf9znZycZM/OzmJaj3z2Tz31FGuz2ViWZdknn3xS9LXh9/tZv98v5U8K1tJnvUOPBv7jVmNjI2w2G3Z2diLuHodDbm4uHnvsMVHHqlQqeL1ebG5uYnNzM+4Oh3DR+V1trL4ufMdFlmfvG2nMwJfuazSaK08DxFFyenoaR0dHgt0Xe3f/YG9vT5RMPRZkZmaiv78fZrMZh4eHaG5uDtuFxTvWEAPS1ZlMJhweHgpumJKNz/T0dE4VeN3Iy8vj7IFJGlG4JxHyhBApyCFe8I23Dg4OBIOTySZ/S0vLFQZHqHUASUYKZ/RVWlrKGXNlZGSE9cKRAuLfwrf5jcdpkThaElMuvV4v2YTsuj6n52RINEVRSRRF5QDARz7yES6U9fT0FD6fL6a8xJycHEkbb0tLS0GCnnigVCpxdnYGg8EAnU6H3t7emE26yKYoEUd5PJ6wAdUEodJ9odGOQqFAR0cH9Ho9jEbjFWWt0+mE0WhEIBDAwMDA01LMCYjJV2ZmJgwGw5VzIUEeGRkZuHHjxtNSzAlUKhVu3LiBtLS0sOditVpx+/Zt1NTUoKGh4Wkp5gQk7i4lJeWKjJy9S42cnp5GV1dX3OOeaCCsD51Od+V9oWka09PT2N7eRn9/f0Q6Hl+MxLcOCAWZW6tUqrCiHKlQqVTo6upCbm4uDAYDnE5n3N8jIhwCLq8XsefIXuPI5VnnoVMU9SCAX8al6vSzAD4O4NcBNLMs+/avf/3r+O53v4uGhgbMz8/jF3/xF/HKV75S8t85PT3Fa17zGty6dUvwGPYuF3hpaQlZWVno6OiI7UXxwDAMt8Pe09MTcU69duTAreUj6FRyvKKlAMnqq92g0+nE2NglIai5uVnwYmEYBjaHC6Nrx1CrVOityoFWLa4DcTgcmJycRGFhIcrLy7Gzs4ONjY2nlR8t5lzKysqwurqKo6MjtLe3i+IXXyfsdjseG56AlUlBUZ4eecwxKCaA1tbWp/WmInQuRJhSVFQEs9mM5OTkp/2mQhCgGTi9NFK1Co4skJubi/z8fM62WKrNA03T3GZpuG6dgIhy3G43XvKSl8R94/J4PHjsscdQVFR0LbTVQCCAoaEhyOXysGLDUJD9NQmfW0JYxDAMOjs7MTU1FfbnHo8HZrMZarUaeXl5ODo6QnPzVQc/KSBfPK1Wi4yMDFRVVQkee3v9BL/2b2OgWRZyikJWsgrff/cgUnlKSK/Xi6mpKZyfn+Phhx8W/OIFAgHsHNrwS18wwe4NgAWQk6zG//x2P9J14goPTdOcG59er0dLS8u18rOlgHR8e3t7KC0tRX29OAWjYeUY7/svM85cPrQXZ+DTv9SOrOTYPcZnLef4xX8eAR1gwLIs9Ckq/OC9DyE5ilpVDOweP746uo0jhxcP1uRgsDq6vz3DMJicnOQCNEpKSgBcNiZ///gqPje0DpYF3tRdgj/62bordsix4j/Hd/DH/z0LFixyUzX499/oQVG6BuPj4zg6OkJXV5dkkdaxw4tvTe7C5Q3gxbU5qMtL5sRI4eDxeHDr1i3odLqIN/f1IweMq8dI0SjxsqY8QTuDJ554AhUVFdjY2IjYKImB2+3G9PQ0bty4gaWlJZycnKCtrU2wmeMHhoiE4Af5nBy5PB3g23rywd6V2Y+MjKC8vBxtbW3Q6XRxG2qtrKzAZDKhra0NRUVFUcVAf/I/s3D7afgCDNx+GocXHnxlZIv7udVqxfDwMEpLS6HRaAQVfh6PBw6HA3/7+AaOHD44vDScXhoWmxt/+yPxtjuHh4c4OztDaWkpzs/PYbPZsHnsxG99ZQKv++ww/vGpVVFufPGCfD7n5+eora3lFH3RsHnsxNu+NI69cw88fgZjm6d46xfH4zqXP/jmNJxeGh6ahZcB9uw+fObH0p0OQ+H0BvCKTxnw8R8v41+GNvCbX5rAV0Y2I/4O8XIPBALo7Ozk9lIA4OtjO/jsk2uwewJweAP4yu0t/NOttbjPEwAW9i7wwW/Pwkcz8NMsLDY3fuVf78BkMkGpVKKnpweLi4vY2toSPUo4tHvwkk/cwsd+tIRPPb6KX/jcKEY3bfD7/ZzSNBQMwyA9PR2NjY0YGxvD5ubmleOG147xik8Z8OHvLeAD/z2DV/69AS5f+OuQzOq7u7uxtLSE2dnZmD2HCAddJpOhvr4ejY2NmJiYiGhGdl/P0J8OUBTFJa0QELOqw8NDDAwMcBuwarU65oJOAqXJrDk1NZWjLUaCzRX893w0i2OH94poJz8/P+yXgqZpOJ1OTiS0Ywt25fPTLNaPo4tUSHj1zs4O+vr6UF9fj5s3b2LUvIBXfOoWfjy3j4mtM/zdT1fxF9+dF/muCMMXYPAPT67i//z7BD79+Aq8gXsXkdfrxdjYGM7OzjAwMIDKykrOUzzaBXdn4zTovwMMi+ldG3yB2Nz43G43LCfBpk8BBljbO4XJZBKt3g2H783s4cju5dwN3X4aH/mh8M2XfMe0Wi16enqQn5+P/v5+HB4eYmJiAt+dtsLtv/feuP00fjAbPmhZKqZ3bZDxGkSWBbZOXEjPykZHRwdycnIwMDAAm80mGMYcin8zbOLc7YefZsGwgMfP4MPfX4RKpQqyD+CDiIoItdNut2N0dDSI0vtH35yB20/De9dmeOfUha+P7Vz5+ywvLYi/xxUu+FkMQjno5Bw9Hs8VsRhhp1wXXjAFHbh8Y09OTgDc63iLi4vR0dERtMOtVColF3TCOBkfH0djY2PQWEDMeg/W5EAdYgvbmnu5AaTX69HV1SU4p/V6vbDb7ZDJZEhJSYFSqURXaUbQehqlDDfKIs+/T05OYDQakZWVhRs3bnA8Wq1Wi7OkYu6CAy6LxL/f2Y76vkQCy7J46xfH8KnHVvD9mX18+vFV/Mrn74BhWBweHnKfT1tbG/dEotFouDxWo9EIh8MRdu1UrRKhTY9SLoNSLr0TslqtGB0dRXd5RpBxl1Ypx2v66pGRkRF2w1QsXN4A6JCLmn9jI2DvmmqNj4+jpaUlSPhE/M3z8vJAO21BdsgUgEyRo7ZoyEvTXnng16nkqCgt4f6bqIDLyspEOUna3H7QIU97do+fY8LIZDL4fD7QNM0VP77sX6FQoLm5GZWVlbh9+zb3pHIW0iR5AwyO7Vd9BEMZLhRFoaKiAp2dnZibm8Pi4qIkW95wHHS5XM7VhbGxMWxsbAQV8kSHHgNycnKwsLCA//zP/+Q63nCzPpLdKRaEceJyuTA4OHhFeCTGQvfDr2nGi+v0UMopJKsV+JXWVOQyJ7h586agApNhGDgcDng8nivS/fe/rA5dZZlQ3S1i/VXZ+O0XhZ/hMwyD+fl5LC4uoru7W4AhQV2Zwcb7Fdw4dmJs8xQe/+XF4gkwMO/a8H3jJNbX19Hb24v8/Pwrv0dEHS0tLRgfHw/7eP9wvR41uSnQKuWQU5fF94OvbJB04QQCAUxNTcFisaCvrw//7003cKMsAzIKUMgovP2BCry8uQClpaXo6urCzMwMVlZWJHdcA9U5kPPOS62Q4UW1wepIYg9xenqKgYEBQal4YWEh/vwN3dAoKChll+epU8nxRy+vl3ROQnigOhsPVGdBLQe0CgoapQx/98b2sO9rbm4u+vr6sLu7GzEwInS2rVHK8LNNl587sQ4gkXekWw8n+ydPB4eHhxgfH0dPeeaVG3Bf1VW3RCEfFxL8LJfLJTFrIqlEiR2Bw+HgyBLXyUZ6wWyKAsDrXvc6TE5O4sMf/jAeffTRiMeKcVwkrJj19fWI1ppSLHSJnWgkQ6GnnnoKPT09nHxfp9OF3VBhWRYnTh8oQHAzkGzcRpO6H9m9eOT/PQWH57KbVMuBl1Wn4P+9pT9mZebi/gVe+w/DcPnudaMaOfDJV5fjpTfqRX3RA4EAZmZmQNM0Wltbgy5MX4DB/5gsOLJ7caMsE90igjAISEhyOD63N0BDIZNBHnKDI54pNpstaghzKEbWTvDH/z0Dm9uPB6qz8VevbYZOdVmwyHeiurpalD0EcJm49KUnZ3FmO8cvv7gFDSWxeaaH4vj4GNPT0/CkFiOgTEJrUVrUTFOyD7K2tia44fif4zv46A+X4KMZ/FxLAf70VQ1QymVX1qFpGgzDYH9/H16vV9Ce1mq1wjS3iC+tKjG2bYdKKcMf/2wd3txbduXYs7MzbG1toa2tTfA1kOtEDGtlcXER6enpUTeGiVlaNDO7MHhus1woisoD8GEArSzL3uD9iAUuL5QPfOADSElJwebmJt761rfi5s2botc/Pz/He9/7XoyOjuKd73wn3vGOd0T9nVu3bnF353AgrBiNRoOGhoaIogRWhIUuXx4dyfKTYRgYjUZUV1cjIyMj5mR4wlu2Wq2C1r+h2Dl14aM/WsThhReP1OvxUAGLPatVsm0AgZ9m8NJP3sLOqQt+moWcAgrSNXjs914k2ZP8umTuZEP74OAAHR0dMVEjxboaijmX5eVlHB0dSbZDILi4uMDU1BSKi4vjSotiGAbLy8s4OTlBR0dHTFYPLpeLE2DV1dXF3AiQkJDMzMyILpBerxcmkwkqlUpQoAZcEgCOjo7Q2NgY8e+SazQaa4V4KYn5Hnq9XrAsKzWS8Tlf0F8PwAvgT1mW7eL9iAWAr33ta7h16xb+4R/+gfODWFhYEPWF8Hq9GBwcxHve8x6cn5/D5/Ph3e9+d9TfGx0dRUtLS9gvLrGJbWhoEC1yitTxi737E0GRzWbjYtTEGu7zcV0XFnBPmVhZWSnaY4eP3SMbfverd7DrYNFYnIm/+vkW5KTEdpPiG1HV1NRILl5utxuTk5PIzMyM20WThFaQ+a5Uyic5l6ysrIjhwmIQLswjlnPJzs6O6X3lg+w1WSwW0Y2E0LlUVFQEea0L/T3yFC30dGCxWOB0OoM82iOBPL0J2QqTuEgxTQ554pCoUhX+ACL5AjyT/0N4PxeWZVn2zW9+M/ulL32JMzJobm5mzWZzWJODcHC73SzLsuw3v/lN9gMf+ICo35mcnOR8GQi8Xi87NjbGjo+Ps16vV/TfZ9nwvhMMw7ArKyvsU089FeT1Egqaplmn08menZ2xbrebpWla0CMjEhiGYbe3t9knnniCPT4+lnT+keDz+djx8XF2YmJCkicF8QS5znOhaZpdWFhgDQYD63K5RP/e7u7utb8vfB+S09NT0b9nsViu/X1h2XveNBaLRfTvEK8c4m10XTg/P2efeuopdmVlRfT3d39//8q50DTNer1e1u/3R1zH6XSyRqMxrCfTxsYG5xclFoFAgJ2ZmWGNRuOV75nBYBDtoRODjwvLRqijz4tN0cPDwyCpeWpqqqTwVtKR5Obm4ujoSNTvhGaLHhwcwGg0oqCgAJ2dnTFZovJpdk6nE8PDw/D7/Ry9MRwCgQAcDgcCgQAn3ZfJZNBqtejt7QXDMJwFQCT4fL6gPNF4hBOhIFL97OzsqMnmwL0NvoODgyuZrvFCJpOhrq4OtbW1uH37NqxWa9RzmZqawt7e3rW/L4Tb3NXVxfnTsxGeiMkoYXd399rPBbjnTWOxWKKm2hNhGZHvx/IkGAmpqakYGBiAz+eLmivKMAzm5uawvr6Ovr6+oHMRax1A6IgajebKdzRauEU4yOVyNDU1oaamhou2JJ9tNJ/2UFznpujzoqDr9fqg4NeLiwupmwjcOlILut/vh8lkwtbWFvr6+mKeiRIuOsuy2Nzc5B7LhFSPxFDL4XBAqVQiOTn5ymiECBeqqqowMjIi+NrIzaioqAjt7e0xmxBFQ0lJCTo7O2E2m7G+vh62eB0fH8NgMCAvLw+dnZ1P27n8//bOOzyqMn3/90x6SCEJobfQQhLSCYEkIiILrm2tuwKCrGBbC6KgYvnZsK1iW0VdaSLYv66iKCqSUCZ90ivpPZOeTG/n/f0R3mGSTJ8zkwDnc11cF8mcOfNmzjnPec/zPs99T5gwAcnJyWhubkZhYaHBOvHe3l4IBAJMmDDBoWOh1RJqtRrp6ekG5Y8HBgYgEAjg7+/vUH0aqmEyYcIECAQCnU6SPrTO3dvbG0uWLHHYWPh8PsLDw7Fw4UJkZ2cPCYoUmUyG9PR0uLu766R3h0PN2F1cXKDRaIw2I9HqqLi4OBQVFaGyslLnpmTrsafnWW9v75C6e0uDtKkbvC2MiRw6AJzXRH+LnM+h83i8cR0dHZLg4GC7cuj6DAwM4K9//SsEAoHZbRsaGtDf34+enh6jovjWIBQKMXPmTNTU1Jj02wQuNAkBgzMLS+72CoUCeXl5OjU6Ho83RHM9JibG5gVUa9FqtSgtLYVcLkdsbKzOraaiogL9/f1WV4DYAyEjDZGJ3mKjszVhhi+YEjKotd/c3GzUb9RR0LUU/Tx9U1MTampqEBMTw5qLjiWo1WqUlpZCpVLptMqpWmN0dLTFC92EjPQxNYS+b6qnpyfmzZtntc/BcEQika579y9/+YtF77FBxwW4CBZFDQp03XfffR98/PHHYBgGO3fuhLe3NxobG3HPPfdYVeVCYRgGcXFxKCgoMLmdRqNBbm4uJBIJkpOTWQk+9LEyKirK6NMFwzBQqVRQKBRwd3fXpVcshQaqrq4uzJkzB5WVlawYLdgKvSDnzZuHuro6u1yA7IVWe0yaNAnd3d2sLDbaCl0wpTfdcePGITw83K7FaVsh56t62tvb4eHhATc3N0RGRjrsacUcbW1tKC8v191k6YTAGgghOlleGtSNnXN9fX1IT0/HnDlzEBoaave5KZfLkZaWhuDgYERFRZkduw06LgCbJtGOgBByCsCpYb/+EMAHwOCj2RtvvGH35+jruRg7cLTmd8KECfDy8rI7mKtUKhQVFUGpVGLhwoUmg7lUKgXDMBg3bpxNFxTVZZZIJBAKhYiMjLRaN55NJk+ejIGBARQVFWH69OmjFsyBwZztnDlzUFJSAh8fH4SEhIxKMAcG0x6zZs1CQUEBeDweQkNDRyWYA4PnzMSJE9HU1ASFQoHQ0NBRE2EDBo+Ti4sLpFIpAgMDbTpGtBmJSn2YckYaP348/Pz8oFKpkJGRYffTIyEEQUFBmDp1KgQCgUWVcGxeE2MioDsL2kqsVqtH3Dm1Wi0qKyvR29uLhIQEXc2pPVC/0NDQUMjlcqMLNkqlEnK5HG5ubjYbNQMXJFUnTZqEiIgI5OfnQyqV2m0IYAsKhQL5+fnw9fXF6tWrUVNTo7OXc1a6haJWq1FcXAxCCFatWoXu7m6kp6dj0aJFCA42r2rIJvrNR8uXL9d1o06aNAnz58936g2P6JUQJiYmwtPTE6WlpWhvb3dqio7S2tqKc+fOITo6GuPHj0djY6POs9OW3gJ6vWu12iEz4eHfsVarRWRkJLq7u036jloCFeaaOnUqgoKCUFhYiLa2NkRERIyYpNHKFDYZEykXE7A+uDVr1mD//v1DOu76+/tRUFCAadOm6WaRtCqEOrBbg37uWjxuOl48Vok+mQrx07yxZ1OSrgOQ+ntqtVp4eXlZ/GjZL1OjT67C1PFecHPh6/Kwww2S6eN0R0cH4uPjTQbS3PoePPRFPjrECsyb6INPNy422wFoDFqnHxERgeDgYDAEcOHz0NnZiZKSEoSFhVktr2or9IlreJ28vsuQs254UqkUeXl5mDx58pB+A/2mMmfd8FQqFfLz83XrOfpPCO3t7SgvL7eqz8IQx0va8UtxGwK83XDflXMxdbzhv0ur1aKkpARKpXLEor1UKkVBQYHdvQE0BUODvH6wTktLQ+C8GJS3DWCavwd8ZG1DcvnWIBKJ0N3djfDwcABDu2Tp9UAhhFjlParH2M6hm4D1wa1fvx7bt29HbGzskIWR6OjoIaWDxILuTkN0d3ejuLgYISEhkLsH4KY9Ap1WiRufh6vCJuK/GxbrmoRMte4b4p0/zmFPWjXcXPjw9XTFwY2x6Gs6B19fX6NWYN3d3SgqKjIaSDvFSqx4MxXS8y34fB4wyc8TZ59cOaK93RRqtRolJSXQaAZNH/57tgHv/1kNLUOwMmwi3r8jFnwyOCNlw4yhY0CBbV8XoKxtADMCvfHOP2IwN3iwmcOShU9y3lKvvb3d5q5QS6GLjdHR0UYX3+hxWrBggcUt/rZAF2YXLlw4QitH2NCLT07VQKXRYmmQCkkh/iYX8I1xKL0er/1aAblaCz4P8PN0w+/blmOi39CmJmpgYsoQgx6ntrY2xMbGwsfHB8eK23DqXCem+Htic8oc+HuZT1ESPekAFxcX3bXy1IHf8WMtMxglecCtcdPw4NJB3SdD35EpmpqaoFKpMHfu3CG/l8vlKCgogI+PD8LCwobY79lQRcQFdMq2bdtwzTXXYNmyZTr/v/nz5xsMLJbouVBoFQfV8fD29sbeM7V443gF1NoLf4a7Kx/5O5dDrVbDy8vLqrtzek0XNh/M1Umj8gBMGcfDj/cnmE0d0BkZXYDT/3tTKzrwyFf5ECsulPZ5uvHx5+MrMM3IrGo4dCZMtU9+LWnH498U6sbq4crHTTFT8cZt0bpH/dbWVt0Fai1ahmDV26fQ2COFlgF4PGC8lxtOP3EVXBj1iOoNU9S3duCpb/PQrnBFxIxAvHRjhF1GGBSGIRBUdaCwohoLgtxxVWKM2bURtVqNwsJC8Pl81hcnCSG61nVDTwL5jb1Y+2mmbgLi6cbHsyunYQa/V5cGsZT4l/9At/RCH4ebCw/bV4fivisvBLrm5mZUV1dbXFFDn6RPijzwTXEf5Got3Fx4mOznieOPLsc4Aw5fhtCfrUvVDBa/fAIavUjj5eaC/z2YhJAADxQVFcHV1RWLFi2y6FjU1NTAzc1NZzaiDy1ZbmhoQFRUFMaPH896QL8o6tDZJCgoCF988QXuv/9+REZGmn2Ms+SG19/fj7Nnz8LT0xNJSUk6zQ0fD1e4Dtu3pytf5+9p7aNWWesAtHp5eAJAJINFeWB3d3csWbIEnp6eEAgEQzSZA8a5Q6Md+ndqGQI/T/MXCM0Jl5WVISEhQVdRc6qyc4gmt1LD4EzVoDEFrQdetGgRcnNzdXKn1tDaJ0d7vwLnJcRBCKDREqQW1CA7OxthYWEWpVI0Wgb3fl0OYQeD+l4ljhe34daP0m3WTadoGYI7P03HlkO52JM7gEd/70Z+s9js+/SbtAQCgUE97tLWflzz7mnEvPQ7/nkgGz1S81LPcrkc6enpAICkpCSDaZ19Z+t0wRwY1CX/rkyM+Ph4q5UkNczI84nqvWs0Gp3ZdXJyssU3Cn9/fyQnJ+NIQbfu3FJrBwXoTpSLLNoHcKEZicfjoa1bjGEaYHB14aFTrISHhwcWL16M4OBgCAQCi4xVTKVQeDweQkJCkJCQgPLycpSXl7OeQ7+sAnpdXR2OHDmCjo4O7N271+yJ5OLiYtJEgQoWFRUVITY2dkQVxw3RUxHs66HTJXfnA4+vnI1x48bZVNUwM9B7RApkkr/lNwUej4d58+bpXF5oF2X0dH+sXDgR3u4ucHfhwcvNBY+uWgBfM9ZqtAGFx+MhKSlpSMpisr/HCO3xCcNmvQEBAUhOToZIJEJ+fr5VJhFe7i4jNLRVGi3k4j4kJydbvIhW2yVFc69c9xSlJUB7nww5VS0Wj2U4hBDs/S0PwsY+KLWATD1osPDoV4btD4fD4/Ewc+ZMJCQkoLS0FJWVlboLv0uixB3/zURFuxh9MjXOVndhw74sk4Ghvb0dmZmZCA0N1fUoGIIx5AxEiK4xSqPRmO3qpNwaNw1eepK4Hq4uuCZiMsRiMQQCAcaPH29TMxeP74LhRlmEAAq1de5CPB4PDMOgp7kanm5Dw6CWIVg42U+33fTp05GYmIiqqiqdsqcxTEnnUvQNr83JalvLmKpy4fF4qwDcAqADABl+kh48eBAff/yxrpV/8+bN2LBhg9n9EkKwd+9efPTRR9i0aRN6e3stUq6j3aKG8ofUGJd2ihmaCY7zcMXRB5fhSEYdemVqxE31gpe4Gd3dgVZXV2g0GkzSiBA3yRV5Ig1cXfggBPhwnfVG1oGBgUhKSkJBQQG6uroQERGBD9bF4vcyEZp6ZFg0zR9L5xhvOyeEoLGxEXV1dUZzwnenzMH3eS3olqoGNSZ4PLxy80iPVmrMQCsaYmNjdYu6ppjg44Fb46fhh/xBdx53PhA5ZRxuvzrRKu9MVz5vRCDj8fmoq63BRFeFWanU4dDF1nYxoCU86GcNuyTWmabQC7+yshLp6emIjY1Fbv0A9Ier1hKcE4nRL1eP8IulNnUymQxJSUlmnwg3LpuNkxUdulm6lxsfW1JCAFzoSu7p6UF2drbZSpBnrgvHOA9X/FLcBj8vNzx7XTg8lL0QltdafIwN4cLnYeXCiThT1QUlfYoiDJbOHm/VfqjA1oIFC/DVfWG4+2AuRAMK+Hq64aM740YIxHl5eWHp0qWor6/XVd4YOu8tCejAhdk624yZHDqPx/MGUAQgghCi5PF4/3fixIlbrr76at02Bw8exIoVKzB79myr93/o0CHceuutKCoqwt69e7Fv3z6z7ykoKMDs2bOHzOT182CmFrj0m4Q8PDzg4eEBPp8PhUIBoVCIoKAgixsZ9NXdZs2ahbK2wdlZ+FQ/BI6zvS1bv0vRUglcKknq6elp1iFdqtTg97J2KNQMrpg/AdMDTN9ExWIx8vLyMHPmTJOyqBStVotPjuehqLkPS8JmY2PyXLgOf342AyEE6/dmIa+hFwoNA09XPiKm+ePrexJx7lwl+vr6EBcXZ5FCIa0OWbRoEaoH+Lj7YI4uNeDC52HRVD/8+FCKVeOj0MX2Xo/JePbXet0CNjB4Uyp5cc0Qkwi62Dht2jTMmTPH4pvS2aoufJBaBY2W4K6k2bgheqTUBV381mq1FjXPaDQaFBUVgRCC6Ohou+vc5SotXjhagjPVXQj28cCjKZOB3iaLdMX1z/n4+HjdUyUhBHKlGi48olswNfad6U/mhq/RCAQCLFmyxKInD5rHt+FpfewvivJ4vKsBPE0Iufr8z49t27Zt99tvv63b5uDBgygpKcHkyZMhk8nw0EMPWV2fWltbi0cffRRHjx41u21ZWRkmTJigO0noSrWpihJgMNDIZDIwDANvb2+D9acVFRXo7e01GSz0q3BsXTy0BCqBa85AgbY2O7LsUL+ELSYmxmiwkEqlyM/PR3BwsNFFbUtRarT45FQNipsHEDbFF/+6ap4uOFpSaqkvdaBfv/3J6Rq8ebwSPN5guuzwlkRM8be9JFGtViMvvwDPpfWicUALhYaBl5sL7kqahaf+esGRyFnt+7Q81VQ9/8DAAPLy8jBnzhyDC4VsoVAoUFBQYFJWg+oyubu7Y9GiRQavX33pAJpnNwQtCRaJRIiJidFJNqSlpeHKK6+06AaqVqvB5/NZDeijLpurV1y/FsAPej9vWb9+/RDNyNraWtLR0UEIIeTYsWNk5cqVxFrEYjFZtmyZRdtWVVWRxsbGIbKz9PONIZfLSW9vL5FIJESr1ZrcViQSGZUmFYvF5PTp06SiosLsfthApVKR7OxsUlBQMEJeVK1Wk8LCQpKZmamTInY0piRk6bHo7u52ylgUCgXJzMwkhYWFI74bKgNbW1trUL5VodaQHonSYolYS6iuqyfPHPydPPOtkPxa3Krbt1qtJkKhkOTm5los32ovMpmMpKenj5ClZRiG1NXVkbS0NJPS0GxCP9OQXHFfXx9JTU0lzc3NFu1Ho9EQhUJBNBqNyWPX19dH0tLSSHV1NWEYxqBMtjFUKpWt17bROHpRzdD1USgU8PHx0dmwWQohBLGxsWb1XACgsbERcrkcAwMDZkuX9Fv3Dc3KjUEF++lME4BFKR1HQM6nk5qamnRCUXT2bsoSz1FQwwpaWkof3Xk8ntP1Rohe8xZNTw0X/XIm+k8oCxYs0GnVOHombAhChppWeHl56cw9Fi1a5HQpAZoSCQ4Oxrx589DU1ITGxkarnbVMNSPpo1+yrFQqsXLlSov2b6OOC3CRpFwM5tBjY2Ph6uoKPz8/7Ny5Ey+//DJcXV1RXFyMm2++GdXV1VZ9Dg3o+fn5ZoNTeXm5LrCaai6grfuurq5WNQlRGIZBeXk5+vr6wOPx4OvrO2piTcBgGWZeXh58fHx0So3OVAHUh3ZRdnR0QKvVIjQ01KFNN+ag3w2Px0NAQIDRR3dnQL+b5uZmXbnjaB0nYDC9kpOTA41Gg/DwcJscrNiCfjf19fWYMGEC4uLibDpOZFgzkimhL5FIhJycHERGRlokiEd12G2YJI1tcS4AIITIeDzeAwDe5/F4nQCKrr766lueeOIJBAYG4qmnnsLkyZPxwAMPICQkBMXFxTh8+LDVn0O1k5VKpdHcNV30kUqlmDhxotFgTlv3NRqN1U1C+vD5fAQEBOjKCO21hbMXNzc3uLm5QSwWY/z48U7XXhkOLTEj5yVRRxNaZubu7g6lUgmtVjtqx0qj0WBgYAD+/v6QSCTo7+8ftYBOCEF3dzdcXV0RGBiI5uZmncDdaCCRSCASiTBnzhy0t7ejsbHRooX24dDZOZ2tmxL68vHxQXBwMPr6+tDe3o7o6GijMYZcSC2zypiZoRvBIYO79tpr8cknnxicQXR1daGkpARz585FQEAAysvLkZCQMGI72rrP5/PtEtRSq9W6CoCoqChoNBqd3oez1QkJGerOHhgYiMbGRtTX14+JtIJKpUJeXh78/PyMGoM4CkN6K3RRMCoqinV3IXNQmQDamk7PIwCIiopyajrK0GIjXUy21yjbFhoaGoacs7R8UyKR6FJCtqA/WzeUKunt7UVjYyOio6N1BQTG/n5iu44LcDGkXIzgkMFt3LgRjzzyCBYvvuBHTY10BwYGdBKaarUa2dnZSE5O1m1HnYTUajU8PT2tNtzVh2pqzJ8/H9OnTx/yGWVlZZBKpTbpQdsClfk11HJO87OzZ892ira6/o1luNIeIQQ1NTVoa2tzuP4KxZT5NJtmzpZA9DTvDbXv0woXYwqFLX1yfJXdCIVaixuipyJq+ni7xkNLag1VSBk7p1QaBm8cr0BqRQeCfT3w4t8idI089kDXWIDBm9rwpzmqfmqvVg6drdMKFXo+iEQi9PT0ICxssOKI/v08Hm/ETdYOHReAC+hD2b59O1auXIlrr70WwGDZXmFhIWbMmDFEIIgME+jSn5V7e3sDPD56ZSoEeLtbJWKl78JuaMbQ3CtDl0SFcVoxWupNCzqxgSWzKY1Gg+LiYjAMw0otsTH6pXLk5hdjvJeLyZmmqUCiDyEEYqUGPu6uVjUcUVpaWlBVVTUkQGq0DAYUGgR4D+Y/aZDt7OxEXFycRU1rtmDpzcNYSWdTjwzXvn8GMqUGWjKo1bJ3YwJS5lvvF0oXQltbW03eWA3dnLd+lY/fSgf7E3gYbMD7fdtyo2qMlkB7GMxNOlQqFYqLiwFY/yTDMAQ9MhX8vdzgyueNcEZqbGyEWq0eIczV0tKCc+fODamTZxgGWq3W1icpLqDr88Ybb2Dy5MnYsGGD2TrvtLQ0LF++HEqlUpd3d3d3R059L7YcyoVSw8DdhY9PNsQjeZ75C4MKDA2/eVBe/aUcn6XXw82FDz4P+O/6KKjaqqxuEKEo1Fps/7YQf5SJ4OHKx1N/DcO6xMEqCFts4egM0J5uP2O89L98fJbdCj6fh5AJ43Bky9IRHXv6UCErY9UUpa39uGt/Nvpkani48vHh+jisCLXMi5bewLRaLaKjo3UX3i/FrXjs60IwBPD3dsPnm5foZpdUoMzcTcYW9JuWLOkypj0M+jeZ538sweeZDUNa5xdN9cPPj1xh0Rj6ZWo892MJCpv6EOSuxiPLgnHF4iiL1hCo3V1AQABuPFw/ROvF042P564Px/pE28xYbDknaZC19Pssax3Axv1ZGFBowAfw1t+jcX3UVGi1Wmi1WvD5fNTX18PDw8NgKnd4nTxdF2I7oF9WWi6UiRMnoqKiAvfffz8AIDk52Wg5EyEEYrEYarUaPj4+8PT0hEzNYPNnuRArNFBpGEiUGtxzKBd9MuOt3XQWV1RUhLi4OIPBOaOmG59nNEB5fp8DCg22fluK5ORkSKVS5ObmWq398OwPJfijTASlZnBW+fLPZThT1akzJfb09MSyZcsszivOmDED2qC5ePLLLOz6Pge9UqVV4zEEwzA48FsujuS2QksG29lrO6XYakb7hFZ2BAQEQCAQYGBgQPeaSsPgzr1Z6JKooGEIpCotHjicB9GAwux4+vr6cPbsWQQFBQ3RG2nsluGxbwqh0DBQaRl0ipW4c28WmPPBKTAwEMnJyWhra7NamwYY1BAZPsFiGAYlJSWor69HUlKSxZIRfD4foaGhCA8PR3Z2NpqamiBWakbooEhUlo2RYQjWfpqJX4vb0NAjQ4FIjZ0ne6CyUELF29sbSUlJgymKYfM0Hnhws7LDFxickBQUFEAkEiE5OdlgMC9t7ccXWY34s1ykO04AMG3aNCxduhTV1dW6rldjMAzBxv2D55JKw0ChYbDj20I0dEvh4uICNzc3EEIgk8mMBmhPT08kJibCz88PZ8+eRW9vr0NSl5ddQGcYBunp6fj6669x5513GlVbZBhG17bf3t6OcePG6WaA9V3SEdu78Hmo6Rz5e2DwEVggEIBhGCQnJxutRKjplIAMO9k7BpQgGMzBUVurvr4+i//etMqOC5oXAORqLX7IqkJ+fj5iYmKsXnj9XtiMB78pwfF6NQ7mduDqt06ia8C8WJMxpFIp0tPTca5bBaXeNaVhCIqb+82+n8fjYdasWbpS1Lq6OhBC0N6vGPJ3A4MqehXtxhUPyXnd7aKiIixevHjEo3tZW/8I9UyxQjNUJvb8TSYwMBBnz5616FiJFWps2JeF+c/8grDnjuOAoA7ABfEzLy8vJCYm2rSARm8yHR0dCB8nGyJE5eXmgptjLHuSaO6VoaZDDPX5oMiQwb+9uMX8MaJQu71NS6fD/fyk3pXPg6+nK9ZEWNd5TL8bUyJf3wmbcetH6Xj55zI8/GU+7v08d8gNk+qzeHt7mzxWXVLlEGlpAHDh81HedmECUVdXh4GBAfj4+OhSMYb+/tmzZyMhIQFVVVWsC3MBYzCg83i8VTwebw+Px3vhxRdfHPG6QqHAQw89hNdeew133303zp07Z/G+GxoasHr1aigUCiQnJ2P58uUGt9NqtZBKpVAqlYiLi9O1/NMZ1yQ/T6i1Q4OFSsNgsv/QBVJCBh3nc3JyEB4eblbOdf5EH/CGPU1N8vPU6ZNMmzYNixcvRlFRkS5wmWO48L8rD/BxJUhJSbGpauXVX8t14k0aBpCoCN75n3U3GeCCwFdOTg4iIiIQNW86vIap3g3/Pk3h5+eHlJQUDAwMIDc3F74evBGSwGotg0l+hoOiQqFAZmYmlEolUlJSDD6xTfH3GqHwCIz8julNJj4+HkVFRaipqTF5rHZ8V4Ss2m4wBFBoGPz7eCX+T1CG3NxcREZG2l3tRG8y10TPxMaFrpjq74FJfh64O2U2Hl453+z7lUolSooKRszuGUJGKGpawtM3ROHlvy1C8gwvrA7xwA/3J1pkUEFpaWlBbm4uoqKijJYiahmCZ/5XDIWagVythUylRXpNNwTV3UO24/F4mDNnDuLi4lBcXIxz586NOFbjvUYuXGoZgqnjvaBSqZCVlQW1Wq1THCV68gGGGDduHBISEhxS7DCmAvr55qKPAWwjhLxQVFSEP//8c8g27777LmbOnImdO3di27Zt2Lx5s8X737dvH55//nm8/PLLBnWmgcGTVywWg8/nw9fXF56enoiJiUFwcDDOnj0LsViMYF8P7FgTCk83Pnw8XOHpxsfWVfOHmEEoFApkZ2ejr68PKSkpFmnOJM4Jwqbk2fBwHdyvv5cbPt24eMg2VMq0v78fQqHQ7F3+5ZsWwcvNBW58Htz5wARfdzz2tyU2107Lh8mUahmCoElTUVRUhNraWotuMiqVCkKhEN3d3UhJSUFAQABui5+OqOnj4e3uAh8PV/h4uOKdf8RYNTYXFxdER0dj2rRpKMzNwmMrZ8HTjY9x7i7wcnPB2iUzDVZTiEQiZGRkYO7cuYiIiDB6042eMV4nC+vj4QJPNz7euDUK7q6Gt/f19UVycjLkcjmysrKgVBpOT2XWdEOld/ORq7U4fU5klVa4JUyfPh2P3pyMf1/hic9umY7H/7LA7EJxV1fXoNLjwjm4auFE3U3Xw5WP+RN9EDnN+nUUHo+HfyyZhSMPrsTzNy5CZVEu2tvbzb5Pq9WiqKgIra2tZr8buVo7QpOdh0H5YUPQY8UwzAi/AHdXPt68LUp3vXu5ueDvi6djxjiC9PR0zJo1S3fe0Lp1Pp8PlUoFrVZr8Jpw1NrlmFoUHd7+//bbb5Pm5mbot/9fccUVePXVV3HFFYMLOX5+fmhubrZqtimTyXDVVVchKytL9zt9f09jrftUaGjevHmYPn06KtvFqOmUIGTCOIRNufD5bW1tqKiosNmTsbVPjm6JCnOCx5l0YaGLQXFxcUb/frVajV/O5iGvTYG5s2fg5rgZZnXOTfHYNwX4pagNCs0FV5vvH0hG6KRxOh/V4b6Q+tA6/wULFoyoqNEyBFl13ZAoNIibFTBCP90aaKmh1NUfUvcAzAryRvysoTdVWm0kkUgQGxtrcUpD2NCL1j45wqf66SzvzEHrkg0pAl71Vhrq9NJ47i48PHnNQmy+Yo5F+7YW/QVTU/Z8w8sjNVoGBwR1yG/qw4JJvrj/yrlDFB5txRIFT6lUCqFQaNKqbjhXvZWGhm6p7snC042P41uXY/YE06WutIJquNxFXZcU5W0DmOLvifHaPjQ1NQ1RbByOKekAtVqt6zy1gYujyoXH460F8A9CyE0AsHfvXpKWljakIzQ0NBRff/01YmJiAAzOOtLS0jBv3jyLP4cQgri4OOTnDy66qVQqyOVyi/w9aROFh4cHIiIihsx09T01o6KinOKarl8jPmvW0CoBKrlqj4v5cBRqLV44WooT5SL4errhhRsjcOWCCwt1+s7t+qWW1NmIKkw6o4OQfqYhCVyxWIz8/Hybq4dsQaFQID8/XyftQM+zrNpu3LU/CwwhcOHzMS3AG0cfStaZiTsKYwbaCoUCeXl5CAgIsMuY2RpoCq6urm6ESqSxc8ocTT0y3H0wB9WdEoxzd8W7/4jBqnDLJlj6Ru/6HZ8ajQaFhYVwcXFBZGSk2Sfd4dIBdHs7dFyAiyigO2WGDgAxMTHIy8vTNQlZ07qvX4MbHx8Pb29vhwRPSxneUMHn83VdjdTf1JlQd/upU6dizpw5urro4W73zoI2lFDXdRo4HFF6aQ7aGEXrt93d3VFQUIAetQu6+EHw9XLDmojJrMx8LUGtVqO4uFjXqdzX14eSkhKLtMUdgUQiQX5+PiZNmoS5c+fqDDrsabBTaxmbqmiAC09WCxcuhI+PD/Ly8hASEmK1ANrw2To1wrDxWrhoAvoQga5bb72V/Otf/4K+QNfrr78OPp+PJ554AsXFxfjXv/6FM2fOWP1Z8fHx+OWXX+Dt7W1z635PT49OH12lUo1K8NSnoaEBNTU14PP5mDp1KubPn+/04ElhGAalpaU6H8bY2FiHanObgxqLKBQKBAYGIjIyclR1Yfr6+pCbmwuGYbBo0SKnt8cPp7m5GSUlJbqKGns6oO2FnjuNjY0ICQlBWFjYqJ3HwOBsOjMzExKJBImJiTbLPOjP1ru6ujBlyhTWA/qYWhQlhMgAUIGuXVFRUbj66qvx+uuvY8+ePQCArVu3oqGhAbt27cLu3bstch4yhIuLC3bs2GHPY4/uvQMDAwgICBhVESt9sR+tVgsvL69RvQg0Go2u7JMQAoaxz3TZXmQyGVQqFcaPHw+JRGJ0gdIZEEIgEong4eGhE2VzRAmbpcjlcjQ0NGDatGlwcXFBXV3dqB6vjo4OnTViR0cHmpubHbaIaA6atvP09ER4eDiKi4stMos2BI/HA4/Hw6uvvooHHnjAIdfnmJqhG8Bhg2MYBu+88w7+7//+D1988YVVtnb6j81UWpamOOLj452SO9dn+KISIUTXQWlJno9tqEYNlRKgC5STJk1yesrFUFu+Izs6zUE9R/Xz04bkBZwFTSnQjkly3omHdk87QyuHQmWkxWKxbpFaf10qOjraKbpGFJlMBqFQqEsd8ng83fHz9/e3WhW1q6sLGzduREREBF599VV7BNTGvmORkX8OJy0tjURGRpJffvnFou2lUik5e/YsKS0tHeE20t7eTk6ePOk0Jx1CCGlrayMnT54k7e3tQ35P3VtOnTpFxGKxU8ai1WpJaWkpEQgERCaTjXitpKSEpKenE4VC4ZTxyGQycvbsWVJeXj7iWFGHpvz8fKJWq50yHnp+GHK9kkql5MyZM6SiooJVdyNj0GNl7Hj09PSQ1NRU0tDQ4JTxyGQycubMGVJZWWnw86iDlTnHMLYwdS0zDEOqq6tJWloa6evrs2h/WVlZJCoqinz77bdsfJ9j37HICE4ZXFtbG9avX4/ly5fjueeeM+o12NTUhNraWkRGRhrNoxm6qzsC/VV4fR/L4VjqF2ovdDHL3MInnRFGRkZiwgTrRaEsxRJpW3K+8cvRrkNUPdNceaQhiV5HIJfLIRQKdU5Qxo6Vvhm0vp4N29BFa3PnhKWevvZACEFlZaWuGsvU0/bAwAAKCgowZcoUo+c8wzD49NNPsXfvXhw+fBihoaFsDPPiWBQ1gNMGp1ar8fTTT6O0tBSHDh0acmIplUoUFhbC3d0dERERZk9sqr9hribbVqy1hVOr1cjPz9elZNi8EIiJcjNjUNVA6prO5k1Po9GgpKQEarXa4kd0Wvo5a9Ys1m32aMXPlClTLO74pCkrqnXOJlTkyxoNdypkxbbuOyEXzNItTVUSPStAtm/CSqUSQqEQgYGBCA0NtehY6ZfjDi+KkMlkeOCBB6DVavHJJ5+wmb7iArpFH0YIvv/+e7z00kv49NNPsWTJEqSlpYEQYtPF1dzcjOrqapONP9aOjzqNG1OHNPXeuro6NDc3m2yGsAaVSoXCwkK4ublZ7R1JZ6N0JsRGVQVVsrRFt13/RhATE8PKTZgef1vkj1Uqla7fgQ2bO0ufEoxB1RJpsLO3Np1WHdl6U6ezY7b6CHp6elBYWGhzMyAtW1apVFi1ahWqq6tx55134p///Cfuu+8+tmv5uYBuDefOncPatWsxfvx4aDQaHDt2zKrgqQ/VabaldlUfekHZa6RAu+AMdWpaA1uONPRx21IZU0Po36youbWtsLFAaUx611rYSgnZ8pRgbDx0QmGPuQg9d+w55oBt8s/DIQZ6SmxFrVbjzjvvRENDA8RiMfbv34/ExESb92eCse8pOpbo6emBVquFRqOx26GHakQUFhaip6fH6qoTYsK9xxYCAgKQlJSE/Px89PT0DOlYtARaidDf34+lS5faneedOHEi/Pz8kJeXh+7ubosfdSm0wsfb2xvJycl2z2SnTZuG8ePH62wAra3K6e/vR35+vu4Gbs+5Q9X5AgMDkZ+fb1RD3xS0y5KNc4fH42HBggUIDg5GTk4O5syZgxkzZlg8HqInJ7Bs2TK7n8pcXFwQERGBrq4uZGVlWT1J0e/6Tk5OZmUWPWvWLDQ3N4PH46Gzs9Pu/VmNqRXTMfDP6Rw5coSsWLGC1NTUEK1WSz7++GOSkJBAKioq7NovwzCktraWnDp1ikgkEoveo1QqSXZ2NsnLyyMqlcquzzc0nqqqKnL69GkilUotes/AwAA5ffo0qaqqYr3ygWEYUlFRQc6ePTuiQsYYIpHIYIUPG+hX5cjlcrPb0+OblpZGBgYGWB+PRqMhhYWFJDMz06IqIbp9VlYWUSqVrI9HrVaTvLw8kp2dbdH+FQoFEQgEpKysbETFERuoVCqSk5NDhEKhRddKf38/SU1NJc3Nzax8fltbG1m5ciV5/vnniUajIR0dHeSmm24ir7/+Oiv7H4bRmDnaAXvMBfT+/n6i0WiG/I6WHH333Xd2BzJaDtba2mpyu46ODnLy5EnS0tJi1+eZo7u7m5w8eZK0tbUZ3YaWQKamppLe3l6Hjqezs9NskLY22NoDvWmIRCKj2yiVSpKVlUUKCgpGnDtsQ8tUTZXvicVicurUKVJTU+PwkkNaTtjZ2Wl0G3pMTX2HbNHU1ERSU1NJV1eX0W0aGhpYvfGeOnXKYOkzwzCkp6eHlc8YBle2aC8sNgXo3Otp+ZX+o545v1FHoFQqdaJRw8ejvzhnTAnPEePJy8vTNW/oj4eWR9qbD7YGKlY1fvz4EePp7u5GUVGRU93taXOLofHQNQBLK47YGg8V89IfDzmfc6dNXc7qpDa2gKvVaoesbdh7LjMMg3fffRffffed1c2JdsItirKBVqvFrl27cPr0aRw+fNiukjL9kz0+Ph6enp668jlbcqX2Yujio4tXjiifs3Q8HR0diI+Ph5eXl04u2NGm2ebGQ78f/Z+dreFDyKC7Unt7u65KqKSkBCqVirUqHVvHQ4W0jE1anD2emJgY8Pl8CIVCzJgxw6gphjUMDAxg8+bNCAoKwrvvvuts7RsuoLPJ8ePH8cQTT+A///kPrrzySrv21dnZieLiYgQFBaG/vx8xMTEOa3CxhK6uLhQVFcHX1xcajQaxsbGjKtTU3d2t6wHw9vZGZGSk04OVPlSQjcfjYfLkyU6TlzVGb28v8vLywDAM5s2bx0qwsnc8QqEQWq0WUVFRTp8IDIeKoGm1WixZsoSViUBJSQnuuusuPPzww7jrrrtG4/u+OMS5LhauueYaHD16FE8//TR2795tl5CRj48P3N3dIRKJMGnSJLtK7tjAw8MDLi4u6O/vh7+/v9N1aYZDLxa1Wg13d3en69IMh4poUQnU0Z4QSSQS8Pl8+Pj4oLe312pjajYhhKC7uxvu7u4ICgpCc3MzVCrjxumOhmEYtLS0YNy4cZg4cSIqKyuhUJg3CTcGIQRHjhzBhg0bsG/fPmzatGlUb56G4GbodqBQKLBt2zZ0dnZi3759Vmtr0w68yMhIBAYGoqysDFKp1C7tZ1shejXP9CmhsrIS3d3dupSQs8ejX/Ps7e2NmpoatLW12V0vbAu0XHNgYECnY15fX4/GxkbExcU5/UZMa90ZhkFUVBTc3NxGNSWlUqmQn58Pb29vnR0blV9wtMyDIWjjUnBwsE7egMpOhIWFYfJk60yplUoltm/fjqamJhw8eHBUpaDBpVwcByEEhw4dwnvvvYfPPvsMkZGRZt9DTQUYhhnReELrhp25qGXKAoyNxh9rMbXoR5US7W2MsgZTjTn6jlH21p1biqnPtFRTh01MNauZOpaOgkonGDpnqYyHNYv8TU1NWLduHa6//nrs2LFjVFNs5+HUFh1NQUEBiYmJIZ9//rnJUrGuri6SmppKmpqajG5Dy87q6uocXnZGy/JMlS1S1UJnKAFaUpZHywQLCwsdXibY3NxMUlNTTZafqdVqkp+fT3JycljvF9CHYRhSX19P0tLSSH9/v9HtnFXWyTAMqampMdtbwTAMOXfuHDl9+rRDlT8ZhiGVlZVmexno92juuBJCyO+//04iIyPJyZMn2R6uPXBli86gr68P//znPzFt2jTs3r17SP7ZlIiPIajDOSGD1mBslwvql0dasvBJx9/f329Whc7W8ZSWlkIul1uUciJksGW7paUFcXFxNkszGINqu1AdbksWYu3RbjGHWq1GUVER+Hy+xW5LtErJlhSDJeMx5q1rDCoqx0YX7XBoysfHx8fiqhr6NENVJ4eXD7/++uv4448/cOTIEafr5puBS7k4C4Zh8NZbb+Gnn37CkSNHMHPmTDQ2NqK+vt6kzKYxGhoaUF9fj/j4eNaClj0GyTQPyabyHk0hzJw50+oqDfq4z6Y8sD1pFLZ0U/ShcgLDzZwtgfYYjBs3DuHh4awsKtsjyUxvlLS8ko21InoOhIaGWl1VwzCMTo4gNDQUwcHB6OnpwV133YX58+fj9ddfd/p6lgVwAd3ZpKWl4eGHH8by5cuRmpqK1NRUm1TcgAsXtL1BixCiW8iLiYmx2SCZ6mnb60CkPx57xKfobNHd3d0uZUK2xjN8AdXWpxn98diz8EoIO+JldDxNTU12PxXRBVN7RdkaGhrQ2Nhot4JoR0cHVq5ciRtvvBHHjh3DM888g9tvv33MVbGchwvozkYkEumU19atW2fUOMNSqKa5l5eXrorAGujCJ30/G3KsNGVDqz6sgW15WP1gY0vQYns8wEh7N2tg6yalD5UXtkX3Xa1Ws25rqG/nZm3zkUajQWFhIVxcXFgZDyEEe/bswdtvv4158+bhiy++YFX7nWW4RVFncvLkSRIVFUV+/fVXolKpyGOPPUauv/56k/oSlkAFtc6cOWOxgBUhli182kpra6vVtntU28Ocno0t9PX1kdTUVNLY2Gjxe7q7u0lqaqpDdHPkcrnVolS9vb1mF85thS7gWiqqRcgFIStrvlNLoef0qVOnLNZWGRgYIGlpaaShoYGVMchkMnL33XeTtWvXErFYTH744QcSHR1N0tLSWNm/A7g8F0VPnDiB77//HhMnTgSPx8Pzzz8/5HWFQoHt27dj2rRpqKqqwlNPPYUFCxbYNWAAqK2thZ+fn672lhCCb7/9Fq+++ir27duH+Ph4u/ZP9UMiIiIwceJEo9vRhU+JRIKYmBiH1ZJbarunb2phq361JVi6gEiGtfM7qrbd0s8heqkRRyz06kPLY03ZKRJCdOs/jq61t9SFi2rVxMbG2pwy1IcaUaxfvx4PPvig7imhvb0dHR0diIqKsvszHBCHLr8ZulQqJXPnztVJjd5yyy3kxIkTQ7Z57bXXyBtvvEEIIaSoqIikpKTY85FmKSsrI4sXLyaffvqp3eV/dOZnrJSwv7+fnDp1ilRXVzvNdLioqIhkZWUZLN2TSCQmTYDZxlyJn1wuJ+np6QbNvh1FV1eXUQVNZ5ZiUkyZaKvVaiIUColQKHSaibZarSYFBQUGJX/NnV/WwjAMOXr0KImMjCQCgcDu/RnDQXHIaMwc7YDtsIB+4sQJsnLlSt3Pu3fvJtu2bRuyTUpKCjl9+rTuZ19fX5P1vWwgFovJ2rVryT//+U+r0iaGMOTcrq/L7ei/xRAtLS0j6nuppKk1aRm26O/vJ2lpaaS+vl53I7FEEtdRGJLadWTKxxxUh/7MmTM6XXya0qivr3f6eAi5kMajvQhSqZScPn2atcmJWq0mO3fuJKtXr3b4OeCgOGQ0Zl6yjkUdHR1DHhH9/PzQ0dFh0TaOFMfy8fHB4cOHsWfPHlx11VU4fPgw5s2bZ9O++Hw+wsPD0d7ejvT0dISFhaGhoQHe3t5ISUkZFd2TqVOn6hyIpkyZArFYDIZhkJycPCqiWn5+fkhOTkZxcTE6Ozvh4eEBiUTCimOOLbi7uyMhIQH19fU4e/YsJkyYgJ6eHiQkJLBpImwxPB4PoaGhmDBhArKyshAUFISenh7WfHBtYcqUKRg/fjwKCgpQV1cHqVTKWplsR0cH7rzzTiQkJODYsWMOl4N2dhwa9R5WRzFx4kSIxWLdzwMDAyPyzZZs4wj4fD4eeughvPPOO7jllltw9OjRwcclG5k8eTLmzp2L3NxceHp6slYVYSs+Pj6IiIhAdXU1xGKxTmtktHB1dcWCBQvQ19eH1tZWhIWFjaqCJI/Hw7Rp0+Di4oLGxkZMnz7d6do0wxk/fjz8/f3R3t4OX1/fUR+Pp6cnxo8fj4GBAfB4PFZqwQUCAVatWoWHH34Yu3btcoq2v7Pj0CUb0JctW4aGhgYolUoAgwfzuuuuQ09PDwYGBgAA1113HTIyMgAAxcXFiI6OduqsZNmyZThx4gQ+/PBDPP300zYp5VHR/tbWVqxcuRIAIBQKdaqAzoaQQR3qsrIyXHHFFZg7dy7S09PR398/KuMBBhfScnJyEBcXh6SkJBQWFqK+vt6um6g9dHd3QyAQYN68efjLX/6Cvr4+5OXljdoxk0gkOHv2LAIDA7Fq1SpMmDABZ8+eRV9f36iMR6lUIjMzEwBw9dVXIzY2Fnl5eTYfM4Zh8P777+Pxxx/H//73P9xwww1Oqy93dhy6pKtc/vjjD3z33XcIDg6Gm5sbnn/+eTzxxBMIDAzEU089Bblcju3bt2PKlCmorq7G008/zUqVi7VoNBq88MILyMrKwuHDhy1uQDJmiEFV95z92KxQKJCfnw8/P78hdcVisRh5eXk21T/bA+1KVKvVQ0wf6E3QmrZ+NiBkpGkHxZGyAaYw5nBkTzexPfT09KCwsBDh4eFDrgONRoPS0lIoFArExMRY3KwlkUhwzz33YNy4cfjPf/7jNNckfRwQh7jGorEOIQTHjh3D008/jT179iAlJcXktnV1dbomGkNBe2BgAHl5eTa1i9sCbaIxVkqpL/fKhv2XOSxp36dB1BnKlqZs9ShUW8Rc+ScbaLVasw5H+mWvsbGxDtXGJ2RQm6e1tdWkPHJ7ezvKy8vNluwCQFlZGTZu3IgHHngAd99991jt+rQFLqBfLNTW1mL9+vW444478PDDD4+48BUKBQoKCizS5qDdfW5ubg7Lq2u12iE67uYu+sbGRtTW1jrs6YGQC7rulrTvSyQS5OXlYfr06Q6z/aNyrpYEIYZhUFZW5tAgKpVKIRQKLf6bzd2s7cVaoS/6JEjt7YZvTwjBN998g9deew379+9HXFwc62MeZbiAfjEhl8vxyCOPQCwWY+/evboGE3phDX8cNQWdzbe0tLBuDGHrYzl9epgzZw5mzpzJ2nhsbZenSo8KhQKxsbGspWAIITqTEGtNkulMlG1zCNpQZG1qx1g6zV7ouTBv3jxMnz7d4vfRGX1LS8sQqQeVSoUnn3wS1dXV+OyzzxAYGMjKOMcYXEC/2CCEYP/+/fjoo4/wySef4O2338bq1atxxx132DRro7lJNqRUyfkOwrq6Ops79qgWhzVysKagxhf2CJjZGuwMoVAokJeXh8DAQCxYsMCmACiXy3X7sNe7lGEYlJaWQiaT2eyIRQhBTU0NWltbWelkpeeQPV2o/f39+Oqrr9DR0YFNmzbhzjvvxJo1a/Dkk0+Oul2hA+EC+sXK119/jX/961+4+eab8cknn9h1ktI8LnWPsSW9QGfBNI1jTyCmNwZ7WstpVU17ezvi4uLsruWm8rf25LHZdHkihOjkXa2d5VMslWawFNqmP2fOHMyYMcPq/dFFaa1Wy8p6ikQiwdq1ayEUCvH+++/jtttus2t/FwGXX+v/xQ7DMOS9994jS5YsIQKBgNxwww1k69atFgsqmdpvRUUFEQgEVrvZULcltjsaqaCWtWJUjmrfp23mmZmZVn3fWq2WlJWV2fTdmoPKBlgraNbW1uaQLl21Wk3y8vKsdmmSSCTk1KlTpLa2lpWuT61WS1599VWSkpJCDhw4QKKioshvv/1m937HOEZjJjdDN4M5YZ2DBw/i448/1jWqbN68GRs2bLD7c+vr6/Hhhx/i5ZdfhqenJxiGweuvv47ffvsNR44csSrfaAg6i7SkA4+aAHR3d1vktmQL1ua/6fgdtVAHAG1tbaioqEB0dLTZXCxNj0yYMAELFixwyOIqdeWxRALZXnljS6GVQlFRUWa/o7a2NlRWVrJWmtnb24tNmzZh1qxZeOutt+Du7g6RSIT7778fH374ISues6N1/ZuBm6HbgiXCOgcOHCB1dXVOG9OJEydIZGQk+fPPP+3el0wmI2fOnCFVVVVGZ0tSqVTnJ+poESuqQ3Pq1Cmj3pPO8sukSKVScubMGXLu3Dmj31F7ezs5efIk6ezsdPh49H08jcnN0uNqasxsYk54jR6zjIwMu58wKXl5eSQ6OpocOXLEYX/jWLz+z2M0Zl6ynaJskJGRgVmzZukWIZOTk3Hs2LER233wwQd466238NJLL6Gnp8ehY7r66qvxyy+/4IUXXsBrr70GhmFs3peXlxeSkpIgl8uRk5MzolOxtbUVWVlZWLhwod2LcpbA4/EQEhKCqKgo5ObmorW1dcjrUqkU6enpcHd3x9KlS53Svu/t7Y2kpCSoVCpkZWXpOv6ACwuNdXV1SEpKYrUaxRg8Hg9z5sxBdHQ0hEIhGhsbh7wuEomQmZmJsLAwzJ8/3ym11+PGjUNSUhK0Wi3S09Mhl8t1rykUCmRkZMDNzQ2JiYl2PykQQnDgwAFs2bIFhw8fxrp16xz2N47F698cl6w4FxtYIqxz5ZVX4rrrrkNwcDB++eUX3H777fjzzz8dOq7p06fjxIkT2LFjB26++WYcPHjQ5kdYWmXS0tICgUCA2NhYjBs3TtdhmZyc7HRPxfHjxyM5ORn5+fno6upCREQE2tvbUVVVZdGjPdvw+XxERERAJBIhPT0dkZGR8Pb2Rl5eHiZNmoTExESnN634+/sjJSUFRUVF6OzsxKJFi1BbW4u+vj4kJSU5tAnIEHw+H2FhYejq6kJmZiYWLlwINzc3FBcXs7I4DAzeHB555BH09fUhLS3NofrswNi9/k3BBXQTWCKaExISovs/9STUarUOL5lyd3fHu+++i6+++gorV67E/v37ERsba/P+pk2bBj8/P+Tk5ECj0SA0NJR1Z3ZrcHNzQ0JCAqqrq/HHH3/A399/1BQbKZMmTYKfnx8yMjKgUqmQkJAwqjZlrq6uiIuLQ21tLf744w/MmDEDS5cuHdWOyAkTJiApKQkCgUA3IWDDqKOurg7r1q3D3//+d2zdutXhT4vA2L7+jcGlXExgibDOzp07daJaVVVVmD17ttMOJo/Hw9q1a3H48GFs2bIFBw4csFlwihCCjo4OuLi4wM/PDz09PXalc9hALBajtbUVM2bMgFwuR1dX16iOh2EYVFdXw9vbG9OnT0dlZSUUCsWojqmzsxMNDQ2IiopCf38/amtrR010DLjgzTpx4kTMnz8fQqFQd63YAiEEv/zyC/72t7/h3//+N7Zt2+aUYA6M/evfEFyVixnMCeu89957KCkpQUhICIqLi7F161YsXbrU6eMUi8XYsmUL/P398f7771uVX1YqlcjPz9fJCfD5fJ2buqOt0AxBDLTv0woP/TE6E0P16WzWm1sLOd+FSrXLPT09dTIMMpnMKgErtqD16QsWLNBVmFBNnZkzZ2L27NlWPT1otVq8+OKLSE9Px+HDh+1uiLOFMXr9c41FlwNUJvTrr7/GF198MeRx0Bg0KBmSEzB0gToaU41L5HwTkUgkGqFW6EhMdZDqd4SGhoY6Jd1BPzMgIMBgg5ijZAOMQW/AxiYAVFpBLpdb3KXa2dmJDRs2IDo6Gq+88opTtMsvIriAfjlx5swZPPjgg3jttddw7bXXGgwytE55YGAAsbGxRmf0dGbs4+PDqoaHISxt36cm2dZo2tiCJYqEADvdnJZiqdAXrYsPCgpy6I1GX8IhKirKZLqB1vWbe6LJzMzEvffeixdffBE33XTTpaSSyBZcQL/cEIlEWL9+PZKSkvD8888PudCoTOuUKVMwd+5csxcMnRlT13q2AxbdvzXt+5bI0doDVWGcMWOGxakCa1QVrYWQQS31zs5Oi48BTcvYIg5mCVTnfvbs2Zg1a5ZF75HL5cjPz9fJT+gfN4Zh8NFHH+Gzzz7DkSNHMH/+fFbHewnBBfTLEY1Gg2effRYFBQX4/PPPERQUBIFAAK1Wa5MGOA1YbOaM7VHxc9TM2B6ddEfcaOgaB5WLtXaf9LixIcxGocYYtoiz0ZuTSCRCREQEAgMDIZVKcd9998HV1RV79uwZdQu8MQ4X0C9XCCE4evQonnnmGQQHByM4OBhffPGFzTlJhUIBoVCI4OBguxtX2Grf7+zsRElJid37oSYcVDTK1hJJGrAMORNZC1sqmUqlEgUFBfD29jaro28K2kxF8+H2lJF2dnZi1apVuO2223D06FHcc889uOeee7gUi3mMfkFc2eIlDo/Hw6RJk8AwDPr7+3HllVfaNWv09PTEsmXLoFarkZWVBZVKZfU+qIlDdXU1li1bZnd6Ijg4GMuWLUN1dTUqKipsKtsTi8UQCAQIDAxEfHy8XYGKx+NhwYIFCAsLQ2ZmJtrb263eB01DlZWVITEx0e6ZtYeHB5YsWQJvb28IBAJIJBKr9yGXy5Geng4vLy8kJCTY3RMwYcIEPP7449i3bx8mTpyItWvXcsHcTrgZuhNob2/Hs88+i8LCQuTk5Ix4nWEYPP300/D19UV9fT02b97MWunTBx98gG+++QafffYZJk2ahAcffBBqtRqffPKJ3VKztogtyWQy5OXl6eqU2byACSGoqKhAb2+vrpTPEvS13dl2UaLpEh8fH4vLLR1dokmrl6yxJ7RGzM0S1Go1du7cifLychw6dAi//PIL3nnnHfz3v//F4sWL7d7/JQ4nzjWafPvtt+To0aMkPj7e4OtffvkleeCBBwghhHR3d5P58+cTjUbDymeXlZUNkTdlGIZ88sknZPHixaS8vNzu/Vsjh9rS0uIQKdfhiEQii8Sy1Go1EQqFRCgUErVa7bDxMAxDqqqqyOnTp4lUKjW5bU9PD0lNTbVaJtdaVCoVyc3NNfu3MwxDysvLiUAg0IlU2UtLSwu56qqryEsvvTTkPK+qqiKpqamsfEZbWxvZvHkzWbx4scHXtVotefLJJ8muXbvIli1bSEZGBiuf6ySMxszRDtiXRUAnhJDU1FSjAf3OO+8khw4d0v0cGRlJCgsLHTqenJwcEhUVRb755hu71eo0Gg3Jz88nubm5BoODRqMhBQUFJDs72yrtbHuQyWTk7NmzRhUA+/v7SWpqKmloaHDKeAgZvFkb05NnGIZUV1eT06dPE4lE4rQxNTQ0kNTUVNLX1zfiNYVCQdLT00lZWRlrioapqakkMjKSHD9+nJX9GWM0J1FOgFNbHMtYIgLENosXL8bJkyfx2WefYfv27SOUFq3BxcUFMTExCA4OhkAgGKF/cfbsWfj7+2Px4sVO02Lx8vLS5fozMzN17duEENTX1yM/Px/x8fGsepqaIzAwEElJSWhubkZRURG0Wi2AwfRDTk4OpFIpkpKS7E6FWcPMmTMRHx+PwsLCIbIBPT09SE9Px5w5cxAWFmZ3aoxhGLz55pt49tln8dNPP2HNmjVsDN8ot912m0nxrmPHjmHZsmUABo+Lp6cnSktLHTomZ8AF9DGAJSJAjiAoKAg//vgjAgICsHr16hFytdYyc+ZMxMTEQCgUorm5GQ0NDcjPz0dsbKzVbd9sQFUSQ0JCkJ6eDpFIBKFQiL6+PiQnJztcrc8Q7u7uSEhIwLhx4yAQCNDW1gaBQIBp06aZbcxxFL6+vkhOToZEIkFWVhbOnTuH0tJSJCYmstK41dfXh9tuuw319fX4888/La5ZdySjMYlyBlxAHyWkUik6OzsBANdddx0yMjIADM6MFAoFIiIinDIOFxcXPPvss9i5cyeuueYapKWl2bU/f39/LFmyBKWlpboqFrYXGq1l8uTJCAsL0y1Is+FjaQ9U0zwoKAhCoRAzZsyw2diaLVxcXBAWFga1Wo3q6mosXLiQlVrwoqIirFy5EjfffDM++OADp+vLGGO0JlGOhgvoTuDUqVP4/PPP0dbWhl27dkEul+PgwYN47rnnAAB///vf4evrixdffBE7duzAoUOHnD5TW716NX7++Wc8++yz+Pe//22z0mJvby+ys7MRERGB2bNnIzs7GzKZjOXRWg4hBLW1tTh37hyWL18OT09PZGdn21RuyRZqtRpCoRAajQarVq3S1ZrTFMxoMDAwAIFAgJCQEFx11VU4d+4cKisr7VLvPHToEDZt2oSDBw9iw4YNo16SOFYmUY6EK1vkGIJSqcTjjz+O1tZW7N+/3+JOSUIIampq0NbWNqR9n+quONL70xhqtRr5+fnw8PAY4lPKtrelNfT39yM/Px/z5s3T+cLSvH5TUxNiY2OdngpqampCbW3tkLJNfR9Za7twlUoltm3bBpFIhP3791vdScoGp06dwqFDh3D8+HE88MADePzxx7F//34UFxfj448/BsMw2LlzJ7y9vdHY2Ih77rlnVFRSbYTrFOWwHEIIjhw5gt27d+PgwYOIjo42ub251nSlUgmhUOhURcLe3l4UFhYaVYqUSqUQCoWYNm2aTg7XkRBC0NjYiPr6esTFxRkM2jTYW1Mfbg9arRbFxcXQaDSIiYkxmIayVjagoaEB69atw80334zHHnvM6TLHlwlcQOewnuLiYtx1113YunUrNm7caDDo0bZ7c8qH5HzTT19fH+Li4hyWS6UpltbWVrNCX1TWVaFQ2N3Gbgp9RcLIyEiT+Xu1Wo2ioiKLtrUHekOzRHzM0uao3377DTt27MD777+PFStWOGTcHAC4gM5hK/39/di8eTOCg4Pxzjvv6LovGYYZEqAt7coUiUQoKytDdHQ0696gtMPS29sbERERFs8OqdCULWJc5qAGDyEhIRaXSOrP5h3Rvdre3o6KigqrUk76N8rY2NghmudarRavvPIK0tLScOTIEUyZMoXV8XKMgAvoHLbDMAzeeecdfP/99/jiiy8gl8vx888/48Ybb7SpfV8mk0EoFA5x/7EXqqUeGhpqU0CxRS7XHI2NjaitrUVcXJxNQZneDGbPns2KvyvVwBeLxYiLi7PJ/JvKBri7uyMpKQnd3d3YuHEjwsPD8eqrr46q5+tlBBfQOezn1KlTuOeee6DRaLBnzx5cc801Nu+LpjuUSqVJ8whzEHLBxSguLs6uUjv9nLI9aotarRZFRUVgGMbuEkmNRoOioiIQQuzaF1XJnDBhAhYsWGDXzUGtVuMf//gHZDIZWlpa8Pzzz+PWW28d9SqWywhObZHDPuRyOb7++mvMnz8fM2fORFZWll1ldi4uLoiKisKUKVMgEAhsMhJWKpU6xcekpCS766Zpx+ukSZMgEAjQ399v9T4kEgkEAgECAgIQFxdndw7c1dUVcXFxCA4OxtmzZ20aU1dXFzIyMrBgwQJWFqVdXV2xZs0atLe3gxDCusgah+1wAf0iob29HVu2bEFCQoLB19PS0hATE4MVK1ZgxYoVePPNN1n7bEIIbrrpJkRGRuLnn3/GH3/8AYlEghtuuAFdXV127Xv69OmIi4tDfn4+mpqaLH5fV1cX0tPTERISYlW+3BJmzJiB+Ph4FBQUoKGhweJa7ObmZuTm5iI6Opr1zljaol9QUID6+nqLxkTO67JXVFRg6dKlrJiSyGQybNq0CWfOnIFAIMB3332H++67D/v377d735TRPNcvekwJvYyBfxznMSc2lJqayppSnSGGqwQyDEO+++47EhUVRbKysuzev1qtJjk5OSQ/P9+kSBLDMKSiooKcPXuWyGQyuz/X3JgsUWN0pvgYFULLyckx+VlKpZJkZmaS4uJiotVqWfnsyspKkpCQQPbs2TNkn3K5nAiFQlY+g5DRP9cvAji1xUsBU4qNqamp5O677yZvvvkmee6550hjY6NTxlRRUUESEhLIxx9/bHfgYBiG1NbWklOnThlUHJTL5UQgEJCysjLWgpQl1NfXk7S0NNLf3z/iNWvkg9mkqamJpKamkt7e3hGv9fb2GlV1tAWGYcj3339PIiMjSWZmJiv7NMdYPNfHEFxAvxQwdZKLRCJSV1dHCCGkpKSEhIaGOi3oSSQScuedd5KNGzea1fu2BKoJ3tbWpvtdR0cHOXnyJBGJRHbv3xao3K5+8KD67oaCqjMQi8Xk1KlTpKamhjAMQxiGIXV1dSQtLY2IxWJWPkOlUpEdO3aQa665hnR0dLCyT0sYq+f6GMFozBw9hSIOVtFvq4+IiEBfXx+ampqcomw3btw4fPbZZ/jvf/+LFStW4PDhw1iwYIHN+wsICEBSUhLy8vLQ3d0NHo+Hvr4+LFu2zOJ6d7bx8/NDcnIyioqK0NXVBT6fD6VSieTk5FEr1fPx8UFycjJKS0uRnZ0NFxcXuLi4ICUlhRUtoPb2dqxfvx4pKSn4+eefR0UJ0hCjea6PdbhF0YsYfbGh119/HT09PQAGa7JVKhUr0qeWwufzcf/99+M///kPbr/9dnz//feDj4A24u7ujujoaLS2tqKlpQWxsbGjFswpbm5uWLhwIbq6utDe3o6wsLBRr7t2cXHBnDlzIBaL0dPTg9mzZ7MSeE+fPo3Vq1fj8ccfxwsvvDDqwXwsnetjGW6GfpEwXLHx8ccfx8GDB3ViQyEhIdi6dSvCw8NRVlaGQ4cOjUoATExMxJ9//okNGzYgMzMTr7zyik1Bj3aUxsbGgmEYZGZmIjIyEhMmTHDAqC2jra0NFRUViI+PB5/Ph1AoxPz580dV+pZ2uSYkJMDV1RV5eXl2NWwxDIN3330X3333HX788UeEhIQ4YNSmuVjO9bEI11jE4RC0Wi1efvllnDlzBkeOHLHYtZ5KCvT39w/RfJHL5RAKhZg0aRLmzZvn1Lpn2mEpkUgQGxur67BUq9W6rkl9NUdnjam0tBRyuXyIDg39vUwmGzJWSxCLxbj77rsRGBiI9957jwuSYxeuU5RjdPj111/x5JNP4oMPPsDy5ctNbkuD9sSJEw02qzAMg7KyMkilUsTFxTkl3WHuRkIIQV1dHZqbmxEfH+8U+zg6psmTJ2Pu3LkGb25UIjgqKsoizZySkhJs3LgRDz/8MDZt2sQ1Co1tuIDOMXrU19dj3bp1uO222/Doo48abAJqb29HeXk5oqKiEBQUZHJ/ra2tOHfunEPEtPShaR9LxmROrpctOjo6UFpaatGYZDIZ8vLyTD7VEELw5Zdf4s0338SBAwcQExPjoJFzsAgX0DlGF4VCgUcffRTd3d3Yt2/fECMFOuu2JkUgkUggFApZE67Sx1jaxxy2qj1aAiFkiOGEpekQfUGu2NjYIX+LUqnE9u3b0dTUhAMHDjjd7IPDZriAzjH6EELw2Wef4T//+Q8+++wz8Hg8fPPNN9iwYYPR1IEpqHAVAERFRbGiHS6Xy5GXl2eziBUhF5yb4uPjWfHlVCqVyMvLw/jx47Fw4UKbbl70aSMwMBDR0dFoamrCunXrcN111+GJJ57gjCguLriAzjF2KCgowO233w6NRoOPP/4Ya9assWt/DQ0NqK+vR3x8/BCdbmuh6Qw2qmmoT6ilTj+O3g8wuOh51VVXITw8HPn5+XjvvfewcuVKu/bJMSpwaoscYwOlUol9+/Zh4cKFCA8Px88//wylUmnXPmfNmoXo6Gjk5uaitbXV6vcTMuimVF1djWXLlrFSGhkYGIikpCTU19ejtLTUatNtQgYNJUpLS5GYmGh3MAcAb29v3HjjjcjNzUVQUNAlYYrMMRQuoF9m1NTUYO3atXjzzTexdetWvPTSSyO2USgUeOihh/Daa6/h7rvvxrlz51j7/H/84x8IDQ3F0aNH8dNPP2H69OlYtWqVVUqLhhg/fjySk5PR1NSEkpISiwOoQqHQub+z3Ynq4eGBxMREuLm5IT09HXK53KL3qdVq5ObmQiwWsyILDAzO9G+66SadQcUzzzyD1atX49SpU3bvmzLa5xYHOC2Xy43s7Gzyww8/6H4OCwsjubm5Q7Z57bXXyBtvvEEIIaSoqIikpKSw9vmGFBJPnjxJIiMjye+//273/hmGIefOnSNnzpwxq8bY2dnpNH0YSz/LkGaMveTm5pLo6Gjy1VdfDREQa21tJfn5+ax9zmifW5cRnDgXh2FCQ0NJeXn5kN+lpKSQ06dP63729fU1qDTIJs3NzeTKK68ku3btMimfaymmAijDMKSystIpErz66KtFGlJmbGxsJKmpqax91wzDkL1795L4+HhSVlbGyj6tYaycW5cgRmMml3K5jPnf//6HNWvWYOHChUN+39HRAV9fX93Pfn5+6OjocOhYpk2bht9//x3d3d246aabdFodtjJhwgQsW7YMVVVVqKys1OnKKJVKZGZmQqPRYNmyZfDy8mJj+Bbh6emJZcuWgcfjIT09HQqFAsBgV21hYSFEIhFSUlJYMYWWy+XYsmULTpw4gbS0NISFhdm9T2sYS+fW5QQX0C9iaJCyhdTUVKSmpuKdd94Z8drEiRMhFot1Pw8MDAxRuHMU7u7u2L17NzZs2ICVK1dCKBTatT8aQLVaLbKysiASiZCeno45c+YgPDx8VEr1eDweFi5ciAULFiAjIwNNTU0QCATw9fVFfHw8K6WX1dXVuOqqqxATE4MjR47YVfljC2Px3Lpc4AL6RQytR7bWBu7YsWP47bff8N5776G9vR0ZGRno6enR+Xped911uoXC4uJiREdHszJrtAQej4e///3v+PLLL3Hfffdh3759dt24+Hw+wsLC4O7ujpycHCxcuHBMKPMFBwdj7ty5KCwshJ+fH0JCQuxujiKE4KeffsItt9yC3bt34+GHH3b6TcsZ55Y958OlDleHfpHS1dWFoqIi1NfX48cff8TChQvxxhtvmH2fUCjElVdeicWLFwMYlCV98MEHdU0nTz31FORyObZv344pU6aguroaTz/9tF365rYikUhw7733wsvLCx988IFN6RHavTlu3DjMmjUL+fn5mDFjBuuen9ZAO1EHBgYQExOD2tpaq7tSh6PRaPD//t//Q25uLg4fPjwqs15HnlsSiQQffPAB7rnnHrOSB5cBxk9cUwn2MfCPYxh0Me2nn34i/v7+ZMqUKaS2tpY88cQT5M8//xzl0bGPVqsl77//PklMTCRVVVVWvbe7u5ukpqaS1tZW3e+o/2dOTo5Jn1BHIZfLydmzZ0lFRcWQhdH29nZy8uRJ0tnZafU+RSIR+ctf/kKefvrpUfmbHE1XVxdZs2YN2b9/PyGEONXqb4xiNGZyM/SLCIZhwOfzkZ2dja+++gpTpkzByZMncffdd+P2228f7eE5lPT0dNx///145ZVXcP3115ucXRMy2JTT2tqKuLg4gwqITU1NqK2tRVxc3JBFOkfS1dWF4uJiREREGJxB2yIRLBAI8MADD1j0vVys9Pb2Yt26dbjvvvug1Wpx6623QiaTwd3dHa6urrrr4jKCm6FfKnR0dJCIiAhy6NAhcu7cuSGvXeq+iiKRiKxevZrs3LnT6ExUpVKRrKwsUlhYaLb8kdZ8NzU1OWK4OqypjddqtaSkpIRkZGQQpVJpcrv33nuPJCYmkurqaraHPOZYs2YNmTFjBvnhhx9Ic3Mz+etf/0oef/xx3euX2aydK1u8FCgqKsLatWtx2223YcOGDejv78e2bduQlpYGAJf8LGXixIk4duwYeDwerr322hHlbn19fRAIBJg+fTqioqLMGk5Qn9C2tjYUFhZCq9WyPma1Wo3s7GwolUokJSWZXQfg8/mIiIjA7NmzIRAIDJZvSiQSrF+/HkVFRUhNTcXcuXNZH/dYor29HcDggurixYvR09ODN954A66urvjvf/8LAJfkk4lNmIr2Y+Afhx7Nzc3kvffeG/K78vJy8tBDD5Hu7u5RGpXzYRiGHD16lERGRpKzZ88SrVZLDh48aLPbPcMwpLq6mpw+fZpIpVLWxtnb20tSU1NJS0uLTe+XSqXk9OnTpLKyUvf0VVZWRuLj48nevXsvq1npwMAAeeyxx8jhw4eH/G7z5s3k008/JXl5eaM4OqdjNGaOdsDmAroNyOVyUlRURLKyssj//vc/cu+999ocNC5mqqurSXx8PElMTCS33XYbUSgUdu2vu7ubnDx5krS3t9u1H4ZhSH19vc03GH20Wi358MMPyZVXXkn27dtHoqOjR7TTX+rQG9dvv/1GwsLChkxedu7cSeLj40lpaeloDW804FIulwKEEAwMDGDnzp3YtGkTRCIRZsyYgUcffdShLjljFYlEAq1WC19fX7i6ukKtVtu1P6qQWFtbi/Ly8sEZj5VoNBrk5+eju7sbycnJdjf18Pl8bNmyBVOnTsWOHTuwe/duxMfH27XPiw2aTlm9ejVuuukm3H///QAGS1KjoqLwxx9/IDw8fDSHOGbgAvpFBI/Hg5+fH3bt2oXrr78ejY2NiI+Pd3pbN2CZst7BgwexdOlSrFixAitWrMDnn3/O2ud///33uPfee/HVV1/h999/x6pVq7BixQqUlZXZtV8PDw8sXboUPB4PGRkZVkn7SiQSCAQCBAUFITY2lpWuz5aWFqxevRqLFi1CRkYGnn32WXz44Yc23WyMMdrH0hruvfdeREVF6apc7rjjDgQEBDhk/eOixNT0fQz84xiGfuVGVlbWqFW2WKKsd+DAAVJXV+eQz29qahqR7xYKhQZVBW1FJBKRkydPkq6uLrPbtrS0kNTUVNLb22v351KoCuUff/yh+51cLidPPPEE6enpYe1zRvtYWgMbwm2XAEZjJleHfhFCCBmyqj/859Fg4cKF+OGHH4aIMR08eBAlJSWYPHkyZDIZHnroIYsc6O2hp6cHd911F+bNm4c33njDYo9SY9Da8ClTpmDOnDkjvmeGYVBaWgqZTIa4uDi4ubnZ9Xl0n//+979x7NgxfPHFF5gxY4bd+7SGsXIsOYzC1aFzOI7vv/+ePPLIIyN+X1tbSzo6OgghhBw7doysXLnSKePRaDTklVdeIcuXLyfNzc1270+r1eoWoVUqle73MpmMnDlzhlRVVbFWcdLT00P+9re/kYcffthkHbqjGGvHksMgRmPmaAdsLqBf5Jw8eZI8/PDDZlM/crmcuLi4OPWR+Y8//iCRkZGsSSI0NzeT1NRU0tfXZ1U6xlLy8/NJTEwMOXLkyKiUJI7lY8kxBC6gc7DPzz//TJ588knCMAxpaWkh6enppLu7W2dY8NRTT+k6OouKisjcuXOdPsbGxkaSkpJCXn31VVbWG/r7+8nx48fJiRMniFwuZ2GEg2V5Bw4cIHFxcaS4uJiVfVrLxXAsOXQYjZlcDp3DJixR1nvvvfdQUlKCkJAQFBcXY+vWrVi6dKnTx6pSqbB9+3Y0NDTg4MGDCAgIsGk/SqUSeXl58PX1hUKhgKurKyIjI812pJpCoVBg69at6Onpwf79+52mK6PPxXQsOQCYyKFzAZ3jsoAQgi+//BJvvvkm9u/fj9jYWKve39PTg8LCQoSFhWHy5MkghKChoUFXOmpIAMwc9fX1WLduHW6//XZs3br1kpdu4GANLqBzcABAaWkpNm7ciIceegibNm0yWx1ECEFdXR2am5sNBu6+vj4UFBQgNDQUU6ZMsWgMhBD8+uuveOqpp/Dhhx/iiiuusPnv4bgs4QI6BwdFLBZjy5Yt8Pf3x/vvvw9PT0+D26nVahQWFsLNzQ2LFi0ymlpRqVS6VExYWJjJmbZWq8VLL70EgUCAw4cPY/Lkyaz8TRyXFUYDOveMx3HZ4evriy+//BLh4eFYuXIl6urqRmwzMDAAgUCASZMmITo62mSe3N3dHYmJiXBzc0NGRobO/Hk4nZ2duP7666FQKHD8+HEumHOwDjdD57isOXPmDB588EG8/vrr+Otf/woej4eamho0NTUhLi7Oar/Lzs5OlJSUIDIyEhMmTND9PisrC/feey9eeOEF3HTTTaPeCMZxUcOlXDg4jCESibB+/XokJibi3LlzmDp1Kt566y2buz7lcjnS09MhEAiwc+dO7N27FwcPHsThw4cxf/58lkfPcRnCBXQODlNUV1fjqquuwrx58/DVV19h0qRJdu1PqVTivvvuQ3Z2NqKjo7Fv3z54e3uzNFqOyxyjAd1+OTgODjtgGAY33HADEhMToVKpUFNTg/379w9x9lEoFNi+fTumTZuGqqoqPPXUUxY5xVvKsWPH8Oyzz+Lbb79Fe3s7Vq9ejU8++cSuOuv6+nqUlZVhxYoVyMjIQFlZma7Om4PDYZjqOhoD/zgucbRaLXn55Zd1P994441DXGkIIeS1114jb7zxBiFksEsxJSWF1c9/4oknhrTwnzt3jixZsoR88MEHVneXMgxDvvvuOxIdHU2ys7MJIYRUVVWRxMRE8ttvv7E67muvvZa8+OKL5JlnniF33HHHCL9SuVxOHnzwQfLqq6+Sf/7zn6SyspK1z+cYVbjWf46xj1qtJnFxcSQnJ2fI71NSUsjp06d1P/v6+upa0h2FVColmzZtIuvXrycSicSi96hUKrJ9+3Zy3XXXjdB4kclkZGBggLXxjfaNkGNUMRozubJFjjHBb7/9huuvvx7XX3/9iNRER0fHkJZ4Pz+/EQbRbOPt7Y39+/dj+fLlWLFiBSoqKkxu39bWhjVr1sDPzw8//vgjgoKChrzu5eXFals/n8/Hs88+C2DQJam5uRmhoaFDtjl27BiWLVsGAIiMjERhYSEGBgZYGwPH2IML6BxjgjVr1uD48eOoq6vDnj17hrw2ceJEiMVi3c8DAwOYOHGiw8fE4/Fw77334qOPPsIdd9yB7777bvCxdhinTp3CmjVr8OSTT+K5556zS9vFWsbajZBjdOECOseoUlZWhmPHjul+DgkJQW1tLXp6enSzyeuuuw4ZGRkAgOLiYkRHR1tdH24Pixcvxp9//omDBw9ix44dOu9ShmHw1ltv4ZlnnsFPP/2ENWvWOG1MlLF4I+QYPbiAzjGqeHh4YN++fdi1axeef/55lJeXY/v27Xj99dd1AWrr1q1oaGjArl27sHv3buzbt8/p4wwKCsKPP/4If39/rFmzBpWVlbj99ttRV1eHP//8E7NmzXLqeC6GGyGH8+Hq0Dk4rOS3337D2rVrsXv3bosEvhxBTU0NduzYgbi4OKjVapSXl+P999/H22+/rZO8lcvl2L59O6ZMmYLq6mo8/fTTrJZ7cowaXGMRBwebyGQyrlGIY7TgAjoHBwfHJcJF2ynKKRhxcHBwWAi3KMrBwcFxicAFdA4ODo5LBC6gc3BwcFwicAGdg4OD4xJhrC+KcnBYBI/H4wP4CUAWAHcAcwHcTQiR622zCcD9AKhH3D5CyOfcODkuFbiAznEpkUEI2QUAPB7vRwC3ADgybJs7CCH1zh7YMC6WcXJcZHABneOSgBDCAKBB0hXAdACVBjZ9iMfjtQPwBvABIaTHeaO8eMbJcXEy1huLODisgsfjrQGwDUAWIeT5Ya+FAJAQQjp5PN61AB4nhFzNjZPjUoEL6ByXJDwe7xCATELIHiOvewKQAPAghGidOrih47goxslxccBVuXBcEvB4vHAej3ed3q/qAMzh8XiBPB7P7/w2r51PcwDAfAD1zg6SF8s4OS5OuBw6x6WCEsBmHo8XC8ANQBiARwA8BaAHwOsA2gF8xOPx6gBEAriTGyfHpQSXcuHg4OC4ROBSLhwcHByXCFxA5+Dg4LhE4AI6BwcHxyUCF9A5ODg4LhG4gM7BwcFxicAFdA4ODo5LBC6gc3BwcFwicAGdg4OD4xLh/wNkUFGB7hk0mQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.algorithms.nsga3 import ReferenceDirectionSurvival\n",
    "from pymoo.algorithms.mocs import MOCS\n",
    "from pymoo.factory import get_problem, get_reference_directions\n",
    "from pymoo.optimize import minimize\n",
    "from pymoo.visualization.scatter import Scatter\n",
    "\n",
    "problem = get_problem(\"dtlz1\")\n",
    "n_obj = 3\n",
    "# create the reference directions to be used for the optimization\n",
    "ref_generating_method = \"das-dennis\"\n",
    "ref_dirs = get_reference_directions(ref_generating_method, n_obj, n_partitions=12)\n",
    "reference_survival = ReferenceDirectionSurvival(ref_dirs)\n",
    "\n",
    "algorithm = MOCS(survival=reference_survival, pop_size=90)\n",
    "\n",
    "res = minimize(problem, algorithm, ('n_gen', 600), seed=1, verbose=False)\n",
    "if n_obj == 2:\n",
    "    plot = Scatter()\n",
    "    plot.add(problem.pareto_front(), plot_type=\"line\", color=\"black\", alpha=0.7)\n",
    "    plot.add(res.F, color=\"red\")\n",
    "    plot.show()\n",
    "else:\n",
    "    plot = Scatter().add(res.F)\n",
    "    plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7f5f91543b00>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithm = MOCS(survival=reference_survival, pop_size=90, alfa=0.3, pa=0.2)\n",
    "res = minimize(get_problem(\"dtlz1^-1\"),\n",
    "               algorithm,\n",
    "               seed=1,\n",
    "               termination=('n_gen', 600))\n",
    "\n",
    "Scatter().add(res.F).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.algorithms.mocs.MOCS\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
